{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing PPG signals from smart rings\n",
    "\n",
    "There's a range of Smart Rings that recently hit the market. Among other things they also record PPG signals on the finger, so let's dive into how to analyse these with HeartPy.\n",
    "\n",
    "The example file I've included contains only the PPG signal in order to keep filesize low. Many smart rings also record skin response, acceleration and gyroscopic data. It was recorded at **32Hz**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Let's import some packages first\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import heartpy as hp\n",
    "\n",
    "sample_rate = 32"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load the example file\n",
    "data = hp.get_data('ring_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First let's take a look at the whole signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### I spot a few gaps. \n",
    "\n",
    "This means periods where the device outputs NaN values. Let's replace with numerical data (0's) otherwise some numerical parts of the analysis will fail.\n",
    "\n",
    "Also let's plot the first 5 minutes and get a look at the signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#missing pieces! Let's replace\n",
    "data = np.nan_to_num(data)\n",
    "\n",
    "#plot first 5 minutes\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(data[0:(5 * 60) * sample_rate])\n",
    "plt.ylim(15000, 17000)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Doesn't seem like much of a signal is going on. Let's go to the second five minutes and zoom in a bit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ty9EuuLPYHQ1RdI+lkS+U7Bw2APh8Ah2NEewbsR7rREcsR3sokUUmX0Qk5MdZqxYBAH73DE+OFgoU2oQQQqqanOloz9OM9q4hSxxu3j/uEoEvh1kZVyvsGEzgb254Clv7Jg5+58PE61hrzLjGRNppHtGv44pFMfzXk/vtfct7nOs17XXYNZREKl+0hydpOhuj9schIzoihDUVMpUrIhbyY/miGN7xiqXYuG/0CI+S1AoU2oQQQqqafMG9GHIe6mwks5bYm8gUMJbKu27b0j2Oj17/JHYNuWMl2cKh9xzmCiV88Xdbyr7WdHPrxm78+vG9Zduve3g3/rSlD3/a3Ddjz51VDrX3dcwazvWgIca1o10XstpFLvn3B1EsSZXFdmTS2rY48kWJHQMJ13YA6GoyhLa6LRTwoS0eRvdoGqlc0e7jXrc4jqFEDmPGIkwyf6HQJoQQUtXkjdYRazHk/FPaZrezWTcHAL97pht3PNdfNrnQdLSnOsTnnq0DuP7RPfi3O148gr09OH/764347G832wtZNTrHPDBZ2XWeDswTEFdExHC0BydNoW1trws7g2n2jqSQ9bSLrG2PAwC29k26oiMA0Kkq/gC4XPCuZitukskXEQ1ZX3/FojoAwP5Rto8sBCi0CSGEVDU6o+0shpzb/ZkJzBHdfeNuoa3d5xf7Jl3bzWzxZMY9hOVA7FONG4cSO3mpfxKfv2UzCocxKchbZaePs39i5rqkc4agHkk6rrHpaJvxkkyhiFDAh4gxAbJnLI18sWQ3iADAspaY/bE3OrLcuM0U4V1NUfSMpe3oCAC011vZ7Zl8DUj1QKFNCCGkqlkI9X6pXBFNsSACPoHHd4+4btOi0Js9NsWyHvV9MBJZS5D3esR8sSTx97/ZiOs37C57zBU/fQw3PrYX2wYSU3qOonEm5HWuk+r5vScT04npaLuEdqEEv1rYaDra2XwJkYAP/3LZCThjZQsAWIseiyVXjV9zLAShPg0Z2wFgjXK7AY+j3RRFz1gGyWwB0aAVTVncYLnfM+nqk+qBQpsQQkhVYy+GnMcDa5LZAjoaIjh7zSJ8/74dLif4QLV0pqAc9eR9N+8fx2f/Z1OZC62F9q6hpCtu0j2axm+f6cYXb33OJZQBIKXy47rNQ1MsSVxzy+ayhY36OQC3oAWcKj1vPGY6MV+XiUze2F5ER0MELXUhfOWPz+NXj+2xt4cC1kLF6z98BoQAescyZYNp/D6BpmgQAMoy2isWxVz303Q1R5ErlrBvJGVHR9o8jvbD24dw5XVPYGCSDvd8hEKbEEJIVZN3TYas7Yz2U3tG8b6fPY6dHtGazlvRgvefvRIAcPVNTmVfzhbaOXz8xqcxoASay9FOuIX2x298Gr9+Yh+e2O1ut0ioiEk6X3QtCDRHj3tFcIfKH3szxdsGJvGrx/bikze56wXTRgzGKx71os+RZG7GhraYuXCzXSRbKCES9GF1q5WRvva2FwBY0SQdEQkH/GiLh+3oiFdQN9dZ3dghT3SktS5ccV/0Ismk6tEGLJG+qC6E/gnr9f/5w7txz9YBPLx96PAOmFQ1FNqEEEKqGltoCwGfQE33aH/n7m144KVB3P/SoGt7OldEJOjHxesX46jFcTy1Z9QW0qZDe9umXnz9z1sBuBf3TRwgo71xn3vceMJYdLnPmJBoimtvrCOgxGZZdnzQyo5r8WwfS77yokPAWvTZELEiFAMTRxad2DWUxBU/fQxP73WfTLhq/ExHO19EOODH1992AgDYDrM3ItLZFEXPeBq5oiwT1EtUjZ9XgPt87iiJfX+jjUQ/HwC0N0QwqE5C9PZt/VOL5pDagkKbEEJIVWMvhvRZCyJrOToyrFxkPdxEY04b/PiFawE4DR3ZQhEtykkFHFfaXAyZyLir7DTbPbnqRKaAeNgSuqZDbQp17yI9LVy9QntI5Z+9zrTb0XbEtJQS6XwRq9usPPORxkc27BjGg9uG8KtH3TWC5onJTUbFYLZQQjjow9r2enz0/NWYSBcgpSxzrruaIugeSyNXKJa1i+jmkaC/XFh/9dLj8P3LT3VtMxdJuoR2fdh2tPUIeDra8xMKbUIIIVWNjgL47YE1c7xDR4AWoftGU67tOWPa4NJmywXVwjZbKNnbAGA8nVfbHUGbzLnFrr6PVzSn80VbLJqOthm38C6U1G0d3hx4Rj3nUCLnivOYjvYfnu3BNbdshpQS2UIJUjp5Zm8jyaGi9yedd7v5uUIJ7fVhdDVF8ejOEWzeP24fR9gYJpMrljCRKSBXkLZrD1iutZ3RDlRe9KhP/kyuOHslXn9Cp2tbXThgZ7JjRqvJ4oawHavRmXbvSRGZH1BoE0IIqWrKM9pzvENHgK63u/P5fnzxd1vs7aaj3RSz3GtHUJdw3JIG+75aCGtHO+gXrnq/UkliUjncw0m3OM4WSmiKBdEaD+Obd76EvcOW2DaF9oEc7WTOLWjNSkJzOIw+maiPBJAtlPCrx/ZiIlOwv4/r2uOIhfx4bJe7XeVQ0Y0io0nPYJpCCZGgHz9+32kA4Fr0qCv8tPgdnMxaEyANh3pJU9TOsHsd7UXqykK9uiowFXRO2+1oRzA4mUWxJO0mlmSuWJPTPsnLQ6FNCCGkqskVS/AJQOiMdg0rbVOsXv/oHtvFzBUMoa2aLcZSeUgplUMbwRfeeCzOXNWCvSMp9IylVebYh3g4gETWEZuJXMF2/V/oncDnlaMMwH7MleetBADc/NQ+AM7JTFdTtCwioh3thCcHbjrXpkOvt69Ug1kAa7FlQbnA8XAAFx7djr8811/WcHIojCqhXenEIBzwYf2SBlxwdBue1Y52wXG0W+OW0B5KZMuiI0uarMWf+0bSZVnsVx/TjivOWoHPvv6YKe+nFtphj6NdklaUaNJoafFeNSC1D4U2IYSQqsMU03mj/1igdjPaUkqkcu689R3PWaPIzehIoyG0dd44FPDhw69cjU+97mgAVswgk7cc2rpwADc8utd+zbSjrBcdmh3Yltj042MXrMW69jhe7J+0n9/vE+hqriC01T6YtX2Au/XEzJxrod0ad46zdzxji/lgwIfXHd+BoUS2bCHjoTBpdIKb7xfzpGVtWxw7BxMoliQyajEk4Ha0C55R6+YCRu9gmkjQj69edjzaGyKYKsd1WVcjhoy8ervRpZ3JFVGvvlfe9hhS+1BoE0IIqTpMp9McNGI52nO1V0dGrlhCsSTxnjOW44qzVqA+EsCm/WP2bVocBvw+1IcDGEvnbJHrdWIHJ7O2Q3vGKmvIyi8e2Q3AcaBXtTqO8lY1VVI72oBV29enFuTlVPNGR0PEtUixVJJ2j7lXaKdzRVvMf/zGp3HzU/vt5wCAy89cYQ+A6R3L2F8n6PfhwqPbEPL7cMeWvsN6LQFH6KfzRddiTtO5XtseR7ZQQvdo2rVdi+m9Iynr2A1BvaLFed280ZHD4cpzV+HKc1fh8jOX29vM6ZCZQsmuHNzvye4vdL5950t29KdWodAmhBBSdZiJgkLJcRyFEDWxGHLDjmFcfdMzrhMGPfhlUTyEr152PM5evQh3PNePe7b2uxxtAGiMBTGeytvZaR070C7xUCJrO9r/9L+OAwA8smMYgJOpNqcV9qqFh7p5A4AlqlV/tn7+jsYI9o6k8Le/fsa+PwDEQn5k8iXblQYsgbsoHkZU7dun/vtZ62up+5ywtBE3/vWZ8AkrOqIXEIb8PtRHgli3OI6darz84WA66m/+3kP2iHpr0aO1T3rh5/bBSdexx8MBdDZGsH0gUZbRbowF7dc5fghZ7AMRCfrxpTevd7ng5nTIbL6I9SqDz4o/h0S2gO/cvQ3X3LLl4HeuYii0CSGEVB3eeEjIFtq1kdH+0q1b8Idne/DUHicaoXuvtTB9/zkrAQD3bB1wxR0Aa9z3WDpvi2btxMbDAUSCPiW0rQEs9ZEgLji6Dd2GmAaAC49ux5XnrgJgLqB04hMdjREVnSghWyghFPDj0pOXIOgXuHVjD8aN51+h8tan/fNd2KXEcSpnuePeer98wXGuA34fFjdE0DPmREcCStS21IXsBY2lksTHb3waj+yYesVdJl+yFyXuHUnh/923XR1/0YmOaKE9kEA2X0Qk4OSkl7XE0D1qDaYJ+NxyaHWrrvGbGZmkr0z0T2SQLZTQHAvhmI56PLiNFX+arb3OxNFa+Jk/EBTahBBCqg7vIjktznxC1MTAmi5Vx/eX55xohI50aFf13LWtWNcex8BEFoWSezhKUyyIsVR5dEQIgdZ4GIOTWWSMFo2upmiZ0K6PBPClN6/H0Yvr7So9PR0RsFzVkrTq+XIqVnHckkb84L2vAKDEqfpauvVkPJ3HQ6rvOVe02j0WG07tWCrnONdqnzsbI+gdT9vuvBavptCezBZw26ZevOfHj035Nc7ki1jR6vRUa0/ajIg0xUJojYfsY9Gvvb1fE5bT7s1iX3J8BwC4HPzpJBSwpkP2jmVQKEmEA35ccnwHntgzUjbkZ6Gyw5iearba1BoU2oQQQqoOr6MdNBztWlgMqev2dhnRCB2pCPkdV7WtPoweFd8w3dPGaNBaDKnFecD9mKFEztUL3dUcxVgqj2S2YLjg1mM6myLoGU+jUCzZog6whCagYx2Oo65PEvonMvbzn7aiGVectQIAsEMtrMyruMkvrzwDp69sBmCJcyeLLdTzRNE7bglK6/gdoT2cyFod24dRa5cpFLG2LY4Pn2e59jqGkiuUXA0fa9rieLE/4Tp2wIrO9E9krb5szwAavTjROxlyOmmrD2Ov6jIPB3245PgOSAnc9UL/jD1nLTFqiGtvt3stQaFNCCGk6ih5jEQtznw10qM9pmraRoy6Nkc0O396W+Nh9Ixlyra31YfRN5Epi47ox1RytAFrCIztgge1oxx1LUbUX0s70f0TGZfYbFE93sPJnP388UgAX73seJy4tNGuJMwXrYEu6xbX4+tvOxGAVfNnO9c+x9HuGSt3tNd3NiCZK+K5ngnXlMupksmXEA358YU3rccHzlmJHQMJezCOmXdf2x7H8z3jZa/j4oYIcoUSBiez9r5qLj25Cx+7YA0+edG6Q96vqdJWH0avOsmKBHw4enE96kJ+O2sOAN1jabzrhxswcIRTNGuRrPGe0K9TLUKhTQghpOooysrRkVpxtJNq4eOIMTAmV7S2hTyiWd/HdGG7mqJI5Yr2CHNTIHY2Wg51xlj0p4X2/rF0maBf0hjBcDKHiXTBtb1DOdp945mKA3NGkzlbANuLC9viLqGts836+Z3Ms4BPNcV0NkWRVYIWcJzuk5c1AbBc/4yR8/a2mxyITM7Jmy9tjiKZs9pHKkVEdJzFfB318eeKJdcwGcD6Hn3mkmPsqsWZoKUuhB7l1IaDfggh0NkUdYnKa29/AY/tGsFdLwzM2H5UK+bPywa10LcWodAmhBBSdRQ8lrYdHUFt1Ptpsbhn2GjwyDud2Brd5wy4R3Trkes7B604hCkclzXHMJkpYHAyY+etddyjezRtONc6OmLdtntYfy1re0sshJDfh57xjKv1JBTwoT4SwHAiW+aor1hUZzvteaN/OhL0ozUeQveYO4YCWEIfAPaMWM+v89DNqk98JJlzNYgMTTGjnDnApEc9sEbTYIjliPEaa6ENWK0qs01zLOS0yhh5drPHXHeip3JTO/mYT2TzJcRCfrTWhfCTh3bh14/vnetdOiwotAkhhFQd3sWQQTM6UuXLIUsliWSuYLu8t27swc7BBLLFStERZ6iL6ap2NVmL/HaqBWFhV1uG9XWHEjl7e3t9BAGfQLeaGGk+j550qPPiervPJ3DC0kZs2DFc1nrS1RTF3pGUHUPRAlV/rf5xNbo84B5dvn80rWIohqOsO6vVuHcd02iKBiGEFtrOidVY2r3wbfP+cbz9+4/Yo8oBq4UiX5QVJz1mPcdiutLmCcvRi+sh1O7PhdBeZAwuCtlXH6K2yw3APub9o7UbnThcckVrDYJQ36Rv3/XSHO/R4UGhTQghpOrQ47o1QaN1xJvfrjZS+SKkBC49eYm97cW+Sdu9DHlywpqo4bYeSBwDwNJmp2lDO9p+n8Dylhh2DSbLmkqWNEZdX8t0dU/oasTu4SSyRaveT7O2PY7tg4kyR1sPes5mX90AACAASURBVNHOtSmou5qiVhbbO2lRO9pKaOsYUMDvQ2M0WOZoe8eQf+n3W/DknlFXVaK32cR0tHOFkuvEpCFiCG1je104gDVtVo1fLHTkfdmHytIWZwJlnaop7GyKYCiRtd8rOjqkG2UWEtm8dcL0k/efhtZ4yJqieRiLZucaCm1CCCFVx4Ec7VrIaGsXsqs5ii++aT0Aa5GgI4ArxxdMAdxSF0Ik6DOEtrv/udJj1tji2P08+jkqifaWuhAmMwWksgXX0Ja17XHsH01jXLnL2gnWQlsPoPEK7W616NG7eDPoF3Z0xTyhaImFMJJyC+1xT5Wb3qt9xtTEvKfZRDvausbwQNERczvgNK/UhWff0V7bVm9/rAfjdDZGIKW1QBUAJjPWa9FTQ0L7s/+zCT96YMcRfx3L0fbj2M4G/OObj4OUTpSqlqDQJoQQUnV4F0OakyGrW2Y7udpo0I8PnbcK9ZGAHakAKi/IA9zRESEEupqiGFYLJb1RiNVt1gCZiBGFWNESw/7RlC1atTiOBP1YVBfC7gqivUXFF/onMq7nWNseh5TAC72TrsdoYWo51x5HuzmKTL6EgcmMqy7P5xNY3BCxK9rM42ypC1mLLgtGdMTjaGu3+cGXnGEu9vAbI4biV9EZa3/dJwAa89jN27KF2b9MssxwtB2h7bTHALAjNbXiaA8nsvj1E/tw7e1bUTrCEa6VBg+Z3dq1AoU2IYSQqqPc0dbRkeqfEuddjLisOYZ9I6mKVX1mrMGbE+4yIiIxj+N6Qlej6zms+1tCVy+mC7ly0hHH0Q66HW0AmMgUXPfXAnS3xwV3Fj1mykaXa7d7x0ACAc9ERR1f0V9D06yG1mRyjqPtzWin1YnD/jHH0ba7uo28eUtdCL/csMe1vwCwuMFZcHpUhzOWHnAEXG4OhLaZHddCW0eG9ElJOl+E3ycwlsrj1f92X5nbX22Yfdd6UufBGE9bx/bOH25wbTevjKxqrYNPwG68qSUotAkhhFQd5RltMzoyF3s0dbxZ7GUtUewzHG3vEJTz1rYCcCISmpWLHKFd58kQ64EqpqDUQnfXUBJBv1OvB1hCVw+MMR+zzBDzldpQ9CI8Uxx3NlpZ7Lxn0eMpy5ogBNAznik7aehsqtzwsaguhOFkzlXv550CqKM444YAtzPahtA/UZ18WMfovjrwrXeehH++7Hi01zv7AQDvO3slPvv6Y/BeNYxnNtGL/ADn+2k72mqIULEksUZdvdg5lMRTe0cAWJWM5379Hnzouidmea9fHj2oCXCuhhyMXUNJ7BxK4vFdI3ZUBoBrUaueQForzr4JhTYhhJCq42VbR6rc0c56BPXK1jrsGU4ilSvv0QaA7737FPzjm9fb7qrG/Nzvc8tw/XqsWFRnb9Mu9M7BRFlEYmWrcz/zNh1B8e6XzjxXimIsabIG0ORL7tHl7Q0RtKnHeYW2uZ+mOG+IBjGZydtxl5a6kEtQA7BfN90DDgCFonv4DQCXWPa+xm89dWlFMR0K+HDV+WtcJxKzidbaejFkXTiAhkgAfeMZ+zW55LgOvPXULgBOc8vOwQS6x9K4e+tAVf086FrLSNCH4eTUahpHja55s9ow68n6L26I2Nn1WuKgQlsI8TMhxIAQYoux7ctCiG4hxEb17w3GbScKITYIIZ4TQmwWQkTU9vuEEC8aj2lX28NCiN8IIbYLIR4TQqyc/sMkhBBSS3h7tO2BNaghR1uJwLVtceSL0h5dHvLEKprrQvjguatcDqd+3IG4+tXr8I9vXo/Xrl9sb9Pd2z3jmbJFf2vaTKHt3FYXDqA5ZkUYTNEaCfpRHw44iyE9znlPhdYRwImieB1470mEJh4OIJMvIaEG/HQ0RFxDfgBDaGfydu43X0ForzCuAHiPv1q5/1MX4htvP9Hd0tIURc9Yxs5nt9WH8W9vPwk+YVU6As5rArhPQGaTD/78cXznrm2ubYms9X5Z0VKH0eTUYi7DptCecAttswmno8HdMV4rTOWdeB2ASyps/7aU8mT173YAEEIEANwA4Cop5XEALgBgvtKXG4/RY44+BGBUSrkWwLcB/OvhHQohhJD5gtfRDtXQYkidH3aiI6oTeygJv0+U5ZcPxIHEKWAJ2g+eu8oVD2mMBlGnnGSv0DS/VovR3Q047rXXBW5V8RHvPnc1WVMYpQSCHqddC23vpMXTVzZXPA6dTR5OZBHwCdRHArj/pUH865+32vdJ5QoQwhpUdMKX78B3796GXMF6F3gXY2rMHHo1s3xRDO88bZlrW2djBL3jaWNRqx8+n0BDNIgJFa1IGS0tg4mpOcfTiZQS9744WNZtrU+YlrXEyhzt3z69H6f9853Y0j3u2m462mbG2xyiBACXHN/hqsysFQ76TpRSPgBgZIpf77UANkkpn1WPHZZSHqz08FIAv1Af3wzgIuE9rSeEELKgKBwwOlIDiyErTPsDgL0jqUNyWs2pkVNBCGHntL2i2aySqw+73WYttMOeEwAdA/Hu8xKjxcMrqA/kaHcaiyFNtNAeSmQRCfrtz79/3w6UShJSSqRyRRzVbu1/MlfEDY/uKav3s/bT2ZeQf26iINOBNYY9Yy+e1bGWhkjQvsKQNiZFDs2B0D6QuE+ojPaxnfUYSuTsKAkA/OiBnRhK5PDoTvc4dfM+n7l5E67fsBuA1TpinjBddkoXPvHqddN0BLPHkZzyfUIIsUlFS/Sp6lEApBDiDiHE00KIz3ge83MVG/miIaa7AOwDACllAcA4gEVHsF+EEEJqHK+jbUdHhKjKHu0fP7ATp3zlL+gZS9sCSYtdPZRmJJkrE8AvhxACN191Nn79kbOm/Bjt6noz2o0xp+HC62U1qdu8+6aFvhlTANwRDb2IT6Pd+0rH+cerz8N1HzzdtS0e0UI7h0jQh2vfegJOWd4EwMqH66sDxy1psB+TyhVtt9cbXdHUiqNdiSWNVnxGi+qIei0bo0FMqG3JrOFoT3Fk/XSyb8RZlGjWMervy3FLrIWpr/rGvfZt+uRoh6cLO2PU+AHAF299DoBqHZni1Z9q5nCP4PsA1gA4GUAvgG+q7QEA5wG4XP3/FiHEReq2y6WUJwB4pfp3hdpeyb2u+FtUCPERIcSTQognBwcHD3PXCSGEVDteRzvkcrTnYo9enl9s2I3RVB7P7B0ry2hHgn5bzB5qdvi0lS04a/XUvaeVatFhMFD+p/XWj5+LGz98Ztl2rbub69yRkreftrTic6wxsuPxcNB127qXibsc39WIC45ud20zHe1wwGqW+NzrjwVgdSbrdpFjOuvxxTetxwfOWYlEtoANyhX1Cm19cnDU4nrUKtr918NZbEc7GrCrD9NGdGQuHO39xvCgk79yJ37y4E4AUN3qwo4KjSRz9hUovUh4cNKds87mS4gEfK6TNimlJbRr+IRJc1hHIKXsl1IWpZQlAD8GcIa6aT+A+6WUQ1LKFIDbAZyqHtOt/p8EcKPnMcsAO+PdiANEVaSUP5JSnialPK2tre1wdp0QQkgN4B12YQ6sqUZHW4uh7QOJijV+HcrVPhRH+3B4uV7ok5Y14RxVJWiirx6Yvc4AcKFHFGvMhg7vRMXXHteBT7/uaHzkVauntL+LVF5830jKHr6jozYDk1nkjZOWD523Cp9+3dEIBXz40+Y+a7vnhOKmvz4LP37faWXHUkvoKkTde65f76VNMbt1ROfWAz5hj2mfTXTto+afb3sBgPW+C/p9WBQP47QVltjWizW10B72LHbN5IuIBP343cfPxdnqpHI4mbMWQy5UR1sI0Wl8+hYAupHkDgAnCiFiSjSfD+B5IURACNGqHhsE8CbjMb8H8H718dsB3COrPYBHCCFkRvE62tXeOqK7n3uMuEOlCZAzLRy00DajBQdDO6jNsdBB7ukQUIsgvdGReDiAj1+41jUm/uXQJyAl6QhKnfMeTeacLLZ6LevCAaxurcNLA5NqP8oXfb7GaGKpRZaUOdrOdMThZA6jyRxSuSLioQA6GiNzMp59MlOw3wMm+aLTff3+c1YCcJpEssqFHz2A0F7TFseV560CoH6OCiWE56h2cToJHOwOQoibYLWHtAoh9gP4RwAXCCFOhhXx2A3gowAgpRwVQnwLwBPqttullLcJIeoA3KFEth/AXbCccAD4KYDrhRDbYTnZfzV9h0cIIaQWKXrq/cwebW9+e67JFUr25fu+iQzWLbbEbiVH25udnm600F7aXHnxYSX+4ZJjcNySBpyzpjyi8qe/faVrsZrm4mMX48/P9R3x8bTUhRDy+5ArlhBVoioW8iMU8GEkmXMmQPrdJy1b+yyh7XXU5wNdzVEEfAIv9E0AcE5A9Pd2+2AC6VwR0ZAfy5pjZe7ybJDJW8/fVh+2TwiKJelqCtFXJvomMji6ox4Z7WgnvEK7VHY1Q691mA+O9kGFtpTy3RU2//Rl7n8DrIo/c1sSwCsOcP8MgHccbD8IIYQsHLSjrWvd7Iy2z5kKWC0MGJnT/olM2cAawFkQ6R08M920xsP4wXtPxStWtEz5MdGQH+/wVMxpju1sqLj9W+86CRdtanctUjwchBBorguifyJrC0ohBBap0ewFewKkMU6+0Znu6M2IzweCfh9WLIrZiwYjAY/QHkgglSsiFvJjWUsU9704+2vWsoUiwgE/fvjeV+ATNz6DF/snsW8kZQltzyLgvvG0nbmuDwcwmS1g5Wdvw11/fz7WtseRKRTt770eurR3JIWSnPmo1WxQ+0dACCFk3qFd66CKBjjRkerLaOshGnrYincxJGBNUwRgu90zySXHdx5yNeChEgsF8I7TlpU1mBwODRFLLEeMhW/NMUto6+hIwKjx0wIOmJ+ONuCudoyErNelqymKcMCnhHYB0VAAy5pjGJjM2m0f083OwQRWfvY2PLN31LU9q1zodYvrce1bTwBgnQBki5WEdtY++Ty+q9H+Gv/91D4AKjqiTiaaYkFEg347n14rg4dejto/AkIIIfMO7WTqnmRnMeQBaqnmkJ1KFJy0rBFj6by9iMsUoa8/oRNfeOOx+Owlx8zVblYtDWrhopnHbakLYSRVOTpiOtrevu75grmYU7u9Pp/A6ra4y9FerqoWr9+wZ0b2456t1mzB/3l6v2t7plC0RbB22ncMJlzRkVDAh9Z4CH3GVZ4Ljm7Dl960HoBzgprJlxAJOVczljRFbKFNR5sQQgiZAh+9/klc/pNHp3x/29FWf2hDrtaR6d+/w2XnYAKfuXkTAODEpU3IFUoYT+fLBEJDJIgPv3I12g03llhoURkJeIR2MmfHhNzRESd/7pvhKM5coV1+wP26rG2PY8egI7T1ws8XeidmZD8m1QAa77oIy9G29qsxGkR9JICesbRrMSRgudp94063fF04gCvPW4WzVy/CvhGrQcVytN0j6HVsJhaq/SsWFNqEEEJmnDue68fD24eRypUvrKuEPcbc746O+ASqqkj798/22B8vUm0Zg5OZeeHEzRa20DaiIy11IQwnnBiO6WgfSq94raJfE59wT79c2xZH91gaI8kcYiE/YqEAzlvbih2DiRnZD10d2D/hrhA0c9WAFZvqm8iUjU23tmeRzbubeJa1RLFPLeLUrSOaJY1RewhPbB5cseBvAkIIITNK0mit2DGQfJl7OthjzJX4MltHqsnR1pe/7/vUBfZQmoHJ7LxoS5gtlqmGFJ8RtVneEkMiW0DvuCXGTLEZCvjwwKcvxM1XnT27OzqLaKEdCwVcEaS17XFIaS0W1CLUcrmTONJm5EqPH0lagrfb02ySyZfK6iv7JrKuxZAAsLgxohYIW462jgctbY5hUGXLzdYRwHK0NXS0CSGEkIOgLz8DmLLzph1toYYH61HdVo/23CjtTL5YJkb6JjI4vqsBK1vr0Bi1HO3+CTrah8JaNcXRbGTRud8Xeq0av6Dn9Vy+KIbTVk69WaXW0D3k3mrFtcbkzagSoWva6pDIFuy+6sPhO3dtw6rP3V4WERlNWv3w3WNp13s/W8nRHrc65M33fmeDHidvHYcW58vV8e0fTZW543rhMEBHmxBCCDkohzMuWjvaWlTrzKoQYk6SI1v7JnDMF/+M79y9zbW9fyJrd2S7HG0K7Snz2vWL8bW3noCPXbjG3uYIbSt7HPQtrNdz7QFG2a9sjUGfj8SUOF1j1P4dLv/vvu0AgE37x1zbR1JW53UiW8CEccLsdaE7GiMYnMxiLJVHPOyI48Vq4arOY2tBvaq1DgCwYzBZFh3RtwHzo1VmYb1zCSGEzDpmLts7fvlA5Aol+ATserfGqPXH2yfmxtG+Y0s/AGDDjmHX9nSugDolLLTQlnJ+1JLNFpGgH+8+Yzna6x0ns7Mxgng4gM3d4wCAYGB+Lno8EMd0WC5/g2fyZjjgt91gHauwWz+U0JZSYjSZO6Qoia4T3OeJiKRzRXuQkBbLgNOjrelojKCkIi1mY4o+Cd2jRsfrn4s1RlNJJl9yLYY0TzIYHSGEEEIOgtnx6x2/fCDyxRKCfh8yahGVroDTA2xmm1Hl7KU9fcXZgpNVNUeY09E+MoQQOGt1C0bU+yU6D0ZxHwoBvw9/vPo8/PHqV5bdtihuieKYOsFri4cRCvjQq9YL/OD+nTjlq3fie/dsn/rzKZtcL0LUZAsl22F+0/cewkv9VpTH62ifucpZoNpgCG1dxbhn2N2LHQ8H0BQL2ms2zGrHpljI/vkx21dqFf4mIIQQMqOkc8449ZEpCu2sWlS1Xk0mrA/rFgYBOQdN2noxl1786Gwv2c5eJOjHUWogDR3tI8eMECw0oQ1Yw110T7ZJvXK5Y0b3tG79AIBtSgw/tWe07LEHQkezzSmnAJArFLGqzfk+/H6j1bKTybsd7TVtdbZYNx1tHR3ZM6IdbecxY6m83c8d8Xx/b7v6PPzgvafOizpM/iYghBAyo2gXuD4SmLLQzhUtp/gHV7wCN191tr3wa65aR7SzPpjI2nEWAMjmiy5R/dr1HQCsijJyZLi6pOdBhGC60ELWDNNYixEtkazjWTuHpp7Z1vEur6OdK5awxBgQ9MA2a9x7tlCyG4EAS+zryEeLcWWnPhxALOR3HO1gZdnpPZFat7gelxzfOeX9r2YotAkhhMwoWmh3NUXtxVUHQ/fxNkaD7naJOcpoa0dbSrcYKWtZUI0JKw03lhwejTFHaC9ER/tAXHh0OwD3sJ6WuhDGUlZDiI45janGEJN8sVTWLAJYWWzA/d6WUiJbsAbT3PKxc/DWU7rwYt8kCsUScoWSa5AOAHzv3afg/779RLzxREcgCyHQ0RjBUMLaJ9O5/uEVr7A/bo074ny+Ufu9KYQQQqqatHLLupqieGqv+3J2vlhCKlt0iSoAZX28Gt8czWDXjjZgVfotaYqiWJLIF6XrcvhbTulCPBzAq49pn/2dnGeYjnaQveQ2l568BK3xMM5c7ZyANsWCGEtbYlZfNZrMFlAsSVdt4nFfugPnrWvFzz5wur1NSmmfDOtu60jQj0JJQkpraNQpy5uxtW8Sv32mG7sP4E6vW1yPdaqq0aSjIYKdg+6MNgCcucrZ/47G2o+IHAi+cwkhhMwo2i1b1hLDWCrvGmDzd7/ZiJO+8peybKheDOllrnq0s4Ui6lR8Qbc7eIfqAFbv76Und6F+HizimmvMrC9xEELgvHWtrp+PxlgQo6k8pJSun6/JjONqSymRK5Zwz9YB19fLFkp2HGtr3ySO+eKfsX0ggazn/d2lBslo0ex1tA9Eh5GzNoV2Uyxk/0yZQ2rmGxTahBBCZpS0coPPP7oNAPCIUZH3wEtW5vP+FwddjzmQ0Lbq/WZqT92YtYSZfAkrFllxkE/fvAkv9E440+648HFGqLQQkFSmKRpCrlBCJl9CMle06/rG047QNoffjKec7boVqMm4qvTUnhH7RFJPOXUaRNTCxgPkrb1ot9on4OrYBoDfX30efnnlGWhVTSrzEf52IIQQMqPoy9KnLmsGAOwecsaw61aBvSMpV6NHoSQR8Jd3J89W68h/PbkP6790B/YqUZEtFF2Xt+96vt9x/Kbo7JFDY4WnL5ocmGYlkocS1hh0LYon0o64HjUy2zuMhZL651O/3gDQM+aMTQ+p97d+/7+oWk2m6mh3Kre6JOEaJw8Aa9rieNVRbVP6OrUKhTYhhJAZJZ0rIBr0ozEWRH0kgH2jzuAL7Zp9757tOOtrd9sDYUpS5bG9CKBUKt883fz68b0AYO+r7g3+3cfPBQD0jGccx4+O9owQ8Ptwy8fOwW8/ds5c70rVo91o3aWt4xqmo20uRB4yFj2mVLRrTZszKOah7UNONEq9v+sjQZy4tBG3beoF4IyAPxjnrFl08DvNY/jbgRBCyLSTL5bQP5FBvlhCOl+0/ygva465JszpP/Ka7YPOdDtfBZ1dUXxPI4ViCZOZPLb2Wa7dpBo7rSfhnbysCcctaUDfeJrRkVnglOXNOKajYa53o+ppjFqtHT1j1mRH7WibJ7VmdnvUEN16DcXF6xfjR1e8Aicva8K+kVTFE8nXrl9sO+BTbYLRAj60QBe0snWEEELItNE/kUF9JIAP/OwJPL57BG84oQPRYMD+o7ysJYodg050JJUruIZt9CtHriRlRVE90yPYr7llC37z5D778+Gk5fxljUl4nY1R7FSjowEKbTL3aEe7WwttFdf43G834/SVLVjbHncJ7WGjzz6neuGjIT8uPLodW3om8B/3bEMyV34ieeLSJvvjqTraAPDQP1zoaj9ZSPC3AyGEkGlhLJXDmdfejXO/fg8e3z0CALh9cx8yhqPd1RRD96glBkoliVSuiHeevgy3fOwcdDREsEtVh5VKld1rATGjQvtmNalOM6z6f81JeOesWYSdQ0nsGiofH03IXNCshsToq0WdxnqC53snADhZbAB4YteIvTgy71n02NEQQUnC/jk1HW09lAY4tG7zpc0xdC7QIU4U2oQQQqYFnQ8dTbkHZYylc/aCtqZYEOl8EfliCRkVvagL+XHK8mact64VD20bgpQSRSnhq/AXyuezhsbMFOuUkDh1eRMaIgEMJ5SjbUzCO3FpIwBgc/c4gIV7SZxUD+31YUSDfmzpsd6TZovHfhUfSWatn7djOxtw74uDOP4f7wAA5IvWD5Ru+elotB67Z0R3XzuC2hTwh+JoL2T424EQQsi0MOoZr96uKsYe3j6MNvWHX9d7JbMF+w9/TG07oasR4+k8BiazKqNdwdGe4RHsk5kCTlrWhOtU5dhQMmdPyNOCY7XKnL6gnMKp1pwRMlP4fNYI9C3d1nsyFvLjtk+eBwDoHbNOgHVd5bVvOd5+nDV0yZ3FXqybgFTjjulom60hnNY5NfjbgZAFgJQSL/VP2ou3CDlS+icykB5r2Tte/U9/+0rbAVus/tdCO5Et2H/4Y+oPtr4svX0gccDWEQGUPe90ks4XcUJXAxoiQSyKhzCcyNo1fjqj3RQNQghgYMJyu5nRJtXAuWtb7Y/rwgEct6QRx3TUo3fcioDoE9sTuhrx169cBcBaPKnf30FVp6kjHnZf9gHe3xEK7SnB3w6ELAAe2j6E1377AXzzLy/N9a6QecDWvgmcee3duFFV4Gm8kZFF8TD+98XrADhT5eIRU2ir6Ei4ktCWqFQwYvVozxyZfNHuB26pC2E4kUM27+7L9vkEGiJBDCayru2EzCVmflpHtTobI+jRjna+gFDAh4DfZ3dX94ylHUdbRUeaY0GEAj7sHakstN94YieA8uEzpDJ8lQhZAOiRu1tUppSQI0FPc3xs5wguP3OFvT1jVPWtbrWmKL7t1KVY3lKHU5ZbbQW2o50p2EI6FrK2tdeHUR8OvKyjPZOtI1JKa9Gjcq4XxcN4cveofSUoYkREGqIB7BuxnEI62qQaMEed65+pzqYont1v/d7P5kv2e1Xft28ig6LKYumIiBACixvC9vvb2xP/rXeehP/zmqOY0Z4iFNqELAD0Je6X+hMolSR8C7RmiUwPOwasRVIjyRz2jaSwTE2U04L0oX+40BbUAb8PZxsDK7SjPZHJI6BWO2r3TQiBNe1xS2iXZMU6MCEESjMU0i6UJErSmXjXWhfCSCpn1Jw5wqIxGsQ+UGiT6kEvYgScn6kljRGMJHPI5IuudQa6/m/nYBJLmizRHTQW9XY0RIwTSbegDgf89joFcnD424GQBcCIWqQ2lMjipif22oMIyOGRyRdd48IXGrqC76HtQ3jlN+7F3S/0A7CaOXzCiok0qboxL3qB5MBE1o6OaPcNsIZb7BpKqh7t8scLgRmLjmTy2rm2hMWieBhSwv5em452s3F8jI6QaqDDqM+znWu1rVdNMtXb4+EATl7W5JoA6RLaxtfi5NMjg68eIQuA0VTOFjjX3LIF1z+6Z473qLb54u+24Kyv3W330C40kp7jfr7HajrQjpl4memN7fWWe3bn8/0YUhlnndEGLFduMJFFsSQrfh0BMWP1fnpRmBMdcU/bMwW16dKzdYRUA2ZmWv/sLFGLkHvH08gVSy7RfEJXo1ok785oA0BHg+OO84rNkcFXj5B5xN7hlGu8tWY0lcMxnc4YYy2MyOFx++ZeANbQh4VIOl/EmrY6+3M9jS6TL7pc30roP/R3bx3Al27dAgBornPc4dZ4GMWSxEgyd4AR7DPXOmI72kpQL6qzxIY+PvPYTuhqtD9m+wKpJrSpAjgRkd6xDLL5oks0r2mrw2SmYPffmyJcL172bieHDl89QuYJ2UIRF3/rfrzyG/diIuNuf0hmi/biNADYOZSY7d2bN0gpkVKCTAswk/6JTNnrX6tkC8WKJ26ZXBGnLG/GfZ+6AGesbMH2Aev9ZC22OrjoPE/VkJWkVSlWbzhxbTpaMpmtmNH2+WauR/tQHO2jFtfPzE4QcgQ89YWLcff/Od/+vPNlHO3li6y1FTsHrZ9fXe8HAOcYVYFBDmQ6IvjqEVKDbB9IYN9ICsOJLAYnrcvvz+4bR07VNH3ymt850wAAIABJREFUpmfs+0opkcwVUB8J4LHPX4T/ddISV75YSmkLJXJw9gyn7OiCN6ddKkmcee3duOKnj0/b823rn5zR3uiX4wu3bMErv3FvWVQklS8iGvRjZWsd1rTX2aPIs4XilGIUP37faXbrQXMs5IqImBPtKkdHZq51RDvaWlDrfdk/Wu5o66EeK5RYIaQaWBQPoz4StD+PBP1ojgXRO55xtY4AwLJm6727YzAJIeA6sdW3kSOHQpuQGiOVK+Dib92Pt37/EVz0rftx+r/cBQDoHnOcx/teHMQjO4YAWC6dlNaCs8UNESxviWFgMmtXOv326W5c/K378dC2odk/mBpkPO241TsG3ScoLw1MAgCe3Td2SF+zdzyN8VS5C37viwN4zbcfwC3PdB/Gnh45f9jUA6D8ONO5otHTG8Wwq9Xg4H9WoiE/jum0HOE24zI34BbaB5oMOXOLId2DaZpjQYT8voqjqAFg45degz9cfd4M7Q0h00NnY9RaDOlxtJcqMb13JIVY0L22gtV90weFNiE1xhO7RwEAg5NZjClxNpLMoW/ccrav++DpAID3/Pgxy81WbqRecNbVHEWxJLFbNUdsVKLwpf7J2TuIGiapphmubq3Dn7b02VcUACdicKic/bV7cNJX/lJWW/ewOvl5cY6+N/qS8cZ9Y7jvxQFMZPIolaxx5DqXrJ3pgYms1UE9xQYO7bqdZ1yiBtzCezYy2jsGE7aTresJ9TEIIdBu9Al78+dNsRAaDPeQkGpkSVNETYB0/3xGQ377xJbCeuag0CakxthWQXSNpnIYnMyiLuTHWaudNoT9o2m7Qi2qhNG5ayxh88h2S8RJ5Q8WZyr4WsPsG0lhzDNWPKXGGL/r9GUAgK/d/oJ9mz7ZORBbusfLRKL5+YPb3VcV9KTFnYPJQ9zz6aFN/RH+0q3P4QM/fwLfvvMlZJQY1X+Y2xt0pjozZUfbZKWxdgAAGiIB+2v4KzramLaMdiZfxEXfvB9X3fAUANgTICtFRADW+JHapKMxgr4Jq94v5Mlbr1TRpwMt6DWvMJHDg0KbkBpj93ASAZ9wLVyZSOeRzhcQCwcQCfrxg/eeCsDKcmsHtk4tOFvWEkXYGK87nLCEpB4nTSx2DyXxym/ci9d/50E8smPIFsT69bx4/WKcuaoFDxnieGDSyWwXiu6u8gdeGsSbvvcQbvBUK44ZkZEXet1tMH0TlpO6YcfwnOS08yX3MWztnSw7cdN92ePpvMvpPhgXHdMOwN3eAVgu8iolvitltH1CTNtroSMx971oTbp0JkA6x3DNG4+1Pz5Yowoh1UhnYxRjqTzGUvmyBpHz1lnGS6FY/jO1+cuvxQOfuWA2dnFew98ahNQYyWwRnU0RPPCZC/Htd50EwBI5mXzJFgJnr26FEMDvNnYjmdVDQZzL4Uubo/bl8MdVRd1CHsBSib/51dMArEEP7/nxY3hGRWz061kXCuDCY9oxMJm1c9tpYwT57Vv67Jw8ADysPn54+7DreXqN132Xx7nWsZREtuAS9LOFzixrdg8n7WPUjnZj1IpOTGTy6tL01P6sXHZKF5645mIc7xHaAGyhXXlgzfS1jvz+2R7740S2YB+veQwnL22yP6ajTWoRPflxYDJr/x3QHLfE+vnrmyj//V8fCbqGSZHDg0KbkBojlSsgFgygszFqu4ETmYLVYayEQGMsiGM7GnDrxh47amL+wlzWEsO+0RSklBhTIrHSL9qFzOCk+/XY2mu9jqmck3lfq8YQ69aWdN4R2p+86Rm858eP4cU+63E71H28lYD9xuv+0PYhVzVgMlu0Hagrfvo4fvbQriM/sEMgY5w4HLU4juFkzj5G7Wg3qJHq46m81WpwCK6vdyGkRjvKFRdDqv+P1NXeN5LCD+/faX/+yw27yyZDAlad4KrWOgjBwR2kNulocDqxvVec1rZzlPpMw98ahNQYqVzRdhP1GOjhRFYNC3F+if7r204EAPz5uT4AcDkZS5uj2D+aRjpftLPZdLQdpJQYTeVx6nLHzdRi2rlCELD/SGkRbTramj1q0emeYSuqs3vI7VrrE5zVrXXoHkvjQ9c9Yd+Wzhdx/BJn0NDPH5ldoZ3OF/HRV63GfZ+6AG87dSlyhZI9zdEW2rajXUCmMPXFkC+HrhnzVerRVuL7SNMjP7h/BwDg5x84HQGfwI6BpN2j7RUjt37iXDz++Ysr7g8h1Y52tAGUOdrLmqPeu5NphkKbkCrm+Z4JjCRzdjMIYC3g0iKnpS6E+khANSeUXBnS45Y0IBr021VzdcZQkOUtMYyn83Y/cDwcQN9EZs76mquNiXQBxZLEG07oxNNffA2O72rAHzf12J3kkaAPfp/AspaY9Rrvt15j09HW6GiIHtc+mS1g8/5x27nW8ZBXHdUGwGmVASz3/LSVLXjwMxfiNesXo3csYzeTbOufdL0vppt8sYRCSSIeDmBlax1a6vTwFut49Mle0O9DUyyIvSOpsp7ew0WvP6gcHbH+P9Iu7YmM1S1/4THtOH1lC3YOJYwebfcxNESCB3TfCal2zAW9Uc9JZEAtjjxxaXmEi0wPFNqEzBI9Y2n84dkeTE5xauB4Ko83fPdBnPrVO3HZfz5sDwVJGR3GQgisbY9j+0ACmUKx7JL3UR31dnOF6WSsUZGHjXstoba2PY5coWTfd6EzlrYWiDbFQmipC2F1axwDk1k8uWcUyWwBdSqG4/cJnLu2FRt2WLlrr6Md9Av0jFsnM6lc0V7x/+b/eAhXXW81XaTzRQT9Al9447G4/MzlAIBJVaOXyZcQDfqxrCWGV61rRaEkbUf53T9+FJf958PTMoVSSol7tw5gwIixeGMU+o/18z0Tru0AcO7aVjy8feiwWkcqYTvaFRdDqn0+wudIZPJYucjKgi9viWHfSPqAjjYhtUwk6LcjaJVq/F74yiW4+apzZnu3FgwU2oTMEp+++VlcfdMz+OWGPQe/M4ANO92L33YNOfEE85fl2rY4dgwmlaPt/iV6/jqno9gU2kd3WMNCdJ3cehVPuPP5vqkezrxhLJXDn7f0uVpC9KI47f589dLjAQAPbRtCKld0XR1Y2x7H/tE0SiWJdL5ox03edupSa1CEcoBTuQKWGpdpHzHEeSToR8Dvs13tHYNJ2x3X37cu9dj9Y2lIKTGk2mKe3D1yxK/BY7tG8MHrnsA1v9tib9PPH1HPf8aqFvh9Aj97eJdrvwBgfWcDesczGE/np0WkBnzWn6YDLYYEjtzRTmQLiBtNPEOJLEaSOYT8voqj3wmpZVpUzLCS0I6G/GVtJGT6OOgrK4T4mRBiQAixxdj2ZSFEtxBio/r3BuO2E4UQG4QQzwkhNgshImr7K9Tn24UQ3xXqt6UQokUIcacQYpv6v3kmDpSQuURKicd2WoJoqlP+tvW7p/Ft3DcOwO1oA8DqtjgGJ7MYTmTLRM56I99rLoZc2hzD6rY6/HlLLwDgtesXAwC+c9e2BRcf+fe7tuGqG56ypyAC5uAS61dkYyyI9vowesfTSGYLZXn3XLGEgcks0nlLhD//ldfhX992AjobrUERuUIJ+aLE6janM1pHEbLGlQid+d4+kHAWHWqh3WT13XaPpl1XHnSUYyq80DtRUZj/eYt1grVp/xj+vKXPGkrjOdmIBP2urnXzEvQx6sTNfM2OhIASuhVHsGtH+wjfpomsc8KkJ+Q93zuBhihbFsj8o1PltL3RETLzTOU34nUALqmw/dtSypPVv9sBQAgRAHADgKuklMcBuACA/ovwfQAfAbBO/dNf87MA7pZSrgNwt/qckHlFJm/lXQFLRD0yhaq2vSMp1BmCTj8mlSu4RLNZ3RT1ND6YK8q9Lt36zgbkVXdqZ2MU/3DJMegZz9j92guFnSqS89A2p3ZPRwjMBg1r6EMWyVzB5Wgva7FE2r7RlHW1IehHLBRAwO/DkiZr9LGOlJy5yhkmVCpJFFU8RGfrV7TE4PcJ7BpKODV66g+j/j73jKVd0yi9i1illLjjub6KUyrf9L2H8PYfbECu4K7te0xVPPZPZHHVDU/h3hcHHEfbeA26mhxH3jzZOHuNc1zh6XC0VcSmkrM8XYshE9k86iOOow1YsRhOeiTzkdcoM6WjMXKQe5Lp5qBCW0r5AICpXpt8LYBNUspn1WOHpZRFIUQngAYp5QZp2WW/BHCZesylAH6hPv6FsZ2QeYMecvL64zsAAO/5yWP2bdlCEX94tqd8AmGuiI7GCJ7/yuvw7jOWY9tAAlJa8QTz8p+50KVZLVjTrFjknrpnonPaAFAfCeDkZVbkYaEJ7X3qePcZx+1MCHS/zv3jGSSz7isKetX+vpFU2femU01k0znq+kgAW796Cb7zVydjOJnD03tHXbWMAb8P7fVh9I1n7cEw+qSqPhJEQySA7rG0K5ftHc++uXscH73+KXzk+idd29M5p2FGN6FovOsGHtw2VCb0AeAvf/cq+2M9qEbvo9bEM70Y0jdNiyFTxvdRnywlsgXURym0yfzjb85fgyeuuRjnrGk9+J3JtHIkvxE/IYTYpKIlOu5xFAAphLhDCPG0EOIzansXgP3GY/erbQCwWErZCwDq//YDPaEQ4iNCiCeFEE8ODg4ewa4TMrto0XLayhZ727Ba1HbHc/24+qZn8J/3bnc9RjvXsVAA6zvrMZ7OY8dgAvmiRMwQP8uVSACARR6hHfT7EAr4cL7K/pqYj6uPBGxXTzeRLBT04sL9o4bQLpS3T3Q2RtA7nkYq52R7ASs7HfL78FzPBNKeWM+SpiiKJWlX++nJnRcda7lLj2wfLqtltJzztN3XbX69ruYYukfTtjA+trMBdz7fb7+XAGCr6u3e0j3hinp0jznHt8tTMZjKFe0TLcC66pLJlwtt08n3Zjp1zKPF8x48HF4uIy0wPRntXLFkH0NbPGy7240U2mQeIoRgc84ccbhC+/sA1gA4GUAvgG+q7QEA5wG4XP3/FiHERXBmDJgc8m9JKeWPpJSnSSlPa2srFw6EVCva0e5sjOBHV7wCgNPL/JISRmYcAHD3ZetFcn95vh+Ae0HLkqao7QA2x8pFznP/9Dr87AOnl203F+bVhQLoaIgg4BMuZ3e+kyuUMJkp/P/27js+rvLKH//nTJU06l2Wi2zJFWNsMKbaIRTjUEINgSVACHwJ6QnJa4FNL0tIgbBZEpIQWCAENuyPkJAAcYAADgQDxtjYBmwVy93qbVSm6fn9ccvcKbKlkTRF+rxfL700eqboztXozpnnnucc2AQ41DtkplSEOwRGzmj3DgWxu70/InXH7bDjpHnFeK2hHYNRQbOR7tHQqjcN0q/LdTtQmuvC4d7BmLKMs4tzsKvFa9brzo7KB9/bOYC+Ie31tLhKy40+4QcvmLn11r+f9cOD1xeuiBLdnKjfF8RJ84rxzjfPwUXLZ2B3e3gx5lhTQSYi0HbqqSPxOkDKBFUdCYSGzSowIoLFldp6hqIcBtpENHESCrSVUi1KqZBSahjA/QBW6VftB/CKUqpdKTUA4FkAx+vjMy0PMROAsfKoRU8tgf69NZFtIkpn1jboxgJFIzfYSNXo6I9MHRkMhGdHZxfnwOOyY9v+Hv1xIhdsGQFhaZwZC+cIVRRmWWa0bTaBw25DVWEW9k2jGW0jXWfZzEIoBfz21Sa0e31xZ7SNBX+BkILHHRl8Lq7KR1N7P/p9wYgZ4KoC7cNMQ5v2oSrHHRm4/31HS0xw/uGF5Wjr85lVZ6LLMjZ39KNbXwxp/V3P6x/CjHrdAPDgq7vR2heuemKw5nUHQ8PwBYfhcTlQ5HFhRmE2WnqHzNSV6MVTS6ryUZkfm+dp7Kt4H/bGyni9xpu1NnO0h2OuGpNASJkBPRDOM89im3UimkAJBdpGYKy7BIBRkWQ9gGUikqMvjPwQgPf0lJA+ETlZrzZyLYA/6/d5GsB1+uXrLONEU8agJd+2qiA7YubYCIw27+nChl3hlKjoetkLK/PwWkNs8GV9jNrS0bfTrYgTLNWW5WLHgR7z5wPdg3h3/+Q1RUmmbft7YtqfG+3nT6srgU2AH/9tJ+7f0BR3MeRZiytQqM92Rn/QWVSZB39wGMMqMjCdoQfaja3ahyqP5X75WU509Puxq6UvMtBeVA6nXfDU5gP677JUmCn1IBBS2KXnZZ93bPhQ/I7evGbAF0JZnhtzSnLw8Ot7cN/LWgdEa41v64x2vz+yjGBlfhaCw8pcTJkVtcD2mS+ejtdvPxPRvnnBEgCRZ0oSZVQdGY4zpT0RDWtC+kJUa6B94XEzAADnLq1I+HGJiKKNprzf4wBeB7BQRPaLyA0AfqyX6nsXwIcBfAUAlFJdAO4G8BaALQA2K6We0R/qMwB+C6ABQCOA5/TxOwGcIyL1AM7RfyaaUvot+bZ2m2BGYbY5c9yvB8n9/hCuffBNbNcDXa2CRTgwW7OgDL16ykB0Gb8vnlkHIFxreTTsNoHHZcd5x1aaY6fXlaKpvd+cBb3sl//CR+99LSZAzUSff3wzbv/jtogxY9b2hDlF2PLttVhYkYddLX3wmR0CI/fzgnJtVjs3akb7dEu9cmuqR362Ax6XPTyjbbnua+cuMLchz5L7XJDtxKq5xTjYY3RgDF9XkqvNFu/pGIDDJji1tgRNd5ynLbo0OlD6g8hzO7D+y2swpyTHLBNpPFePy44/bj6At/d06uNB/Tlpv2d2iXamY/PerpjnA2gf+uKV3btq1Ww03nEeSnLHnwdqBtpxYmlzRnscjx/Qa6Y7HeHnUVeei8Y7zsOZixhoE9HEOWrBUKXUVXGGHzjC7R+FVuIvenwTgKVxxjsAnHW07SBKNy/vbMXyWYUR1RcALfd6/Y7DOH52EcryXKgrzzODGY+lQYaRP9vvD6Ii342WXi1H+8X3W7G0ukBfDGmtVRyuiW0s3DLcsnYhvnLOgrgB0JHs+N66iLrZRiWSfZ2DKM/LMmc+H924B7euWzSmx043nV4/DnQNomcwYC54M2Z5s5x25Gc5sWRGPl7Z1WYuWo2ezTWat0TPaJdZgktrYCoiqCrMNvPxcywB9fyKcO1p6yJDQPtbv9aglRu0Lnw1qsrs6exHXpZDD3q1PH0j0B7wBZHjtiPLaccJs4siGuMA4Rnsy+57HTt/sM78oGds28lzS2C3CTbs0s6ejKXu7kQ1erGbOdqTM6NtBNoue+Tfl41qiGiisRUQUQKa2/vxyf95C2fe9UrMdWff/Qp+sn4nrrp/I86+ewMG/EEzR9uoiz2zUGv5DGj528dWhys+rN+hNQ+JbkxjrYkdL+1jrEF2vPuFK48MoGcwYM4sHsrwGe3QsEKfL4jgsMI3/rQdP12/Ex1eX0xljbMWl6Oz348Nu9ogMnK+bnRlCus+jE7rqbGUWLTWRc/P0prgAEBu1Acna2Mba163UVVmX+cg8iz1nivy3eZZiH5/yExRqS3PxeHeIfQNBcwPe1etmmXe718NHTGvzWyXHWW5bjMdKfpDRTKES/jFXicTUEfbqB/vtPMtkIgmF48yRAl4e492Wr2z32+megDhsnBWj72xN1yT2FjcWJKDdq8PXl8Q/b4gSnNdZnm19w71omcgAF9wOGJ2dE5JePHiZDUdMLoP7uscwLv7u80mO9FVKtLZaw3t+P0beyJaqlsXCP5l60Hc+1IDvvLE1pha1R9eWA6Xw4Y3dncix2mHLWqGs7NfO+sw2/K3MBizo8WeyNSJMxeFK5ZGz1wbJRZzo8arLH9fa/pKWZ7b/PBjPatRkO0004oGLA11jA9njW39GNA/VHzrgmOw8wfrkOW04dWGdjOtybptFfrvd9gkJa2ZjTrmjrgNa7Tv4+lgaqaOMNAmoknGowxRAqwNPowZaADoGQjE3Hb9jsOWHG19plGfsWxq86LfpwVGT332VPzXlcsBALv1hiLW2VGn3YbjZxdidnFOTGA2UbJddpTmurGvM9zme/msQuw83BcRuKazq3/7Br7+1HYzZQIAevVFj9bOhq29Q+E25/qMtsftwCnztOoTOXH28SdPnQsAWGBJ+zAYJRaLo1KJ1h5TgTy3A5esqI4J7IyA1hM1Cx7vjAWgvX5W1mhtC6yvgfwsJ3r052htqBPR0t0f0mbpnTa4HXbMK81FQ6vXMqMdfrxifdFnMN6UchIYlXistd4N4TraiT++UcbR+JsREU0WBto0bew83Iet+8ZeQeOPm/djS9T9jDzX42YWmJVAAJjBjtMuyHM7cP1pNXh7Txe6+v3IcobL7BkBUH2LFwOBEDwuO0TELJu2u13L6Y3Oj/2/m0/FP776oTE/h7GoLfPg3QM9Zum7y46vRtdAAL/buGdSf+9EsDZoqdfzogGYdae/cf5i7PzBOlx43Ax09PvNdIosV2wZv3gdDi8/YSaa7zw/blMTY+a3MKoOc2muG29/8xzcfcVxMfc5R29cU1seWS1mVpwAM7x9Wq6+dRvys53wB4cxFAih3xduqDOnOAc5Ljs27+3S6rI77WbqxeKqfGzd321+CLGmqHx17cIRf38yGO2i1x4TuzDRnNEex3JIM0c7BbP1RDS98ChD08a592zARb94LW7JsJF8cLgXtzyxFZ/+3Sb8cfN+MwWkbygIl92GpdUF2Ly3GzsOaukjRrm4B647Ee986xysmF2EYQXsONgbMWM4p8QDh02w7UAPlAqftq8p1Wa6NzUbFR8iZ1Xter3rybRmQRneP9RrdjP86HKtietvNjSN63R9MhgfdADguW2HzMoaxhmI/Gwn3A471swvRVufz0z7seYhG0FvhzeyrvnRGMFpvO5rLoctbg79xSuqUf+fH8Hq+ZENuPKznDi2ugCXrKiOuY+xfda/RL4edPcOBfTcfu35OOw2nFpbio2NHRF12QGtpGH3QADb9deu9fVpzRFPhdPqStF85/mYUxK7HUbVkfHMaDNHm4iShUcZmnZ+8Mz7MWM9gwH89d2DMeN/266lhbT0+nDLE1vx07/vBKCV5MvNcphNLoyycUbqSGGOEw67DXV6FY/Ne7siFrw57TbMr8gz62YbgXZFfhbqynOxoV4bj15YlwzGjO6mPV3IdTtQkO3Ef16yFId6hszgezK89EFrRCOVRHRamv5s2tOFy+57HQDM/GUjr9mYFX5nbzdsEnnmwDjbYKSVjNYnTp6D5jvPjym9eDQjBXt/+cLp+NnHl8eMV+vdJvsteedV+pmQhhYv+v3BiIY6iyrzsKdTW9xqzfk30lOMRbnW+6RiAeSoGQslxxFpM0ebiJKFRxmaNirytZnGB1/bjesefDOigcftf3wXn3/sHTS2eSPuE50yYpRp8/q0YOaCZTPwxbPm4939PfD6guaMdmG2lqdrzAwOq9i82zULSs3ukNYgZ2ZRthn8RNcwTgYj0Ny6r9tMT1hcpQWmDa3eEe83Gv2+IO7f0IRDPZFVTIYCIVz/0Fu45oE3xvX4RrrLCXOKzDGlVHhGW6/UUVeeC5fdhvpWL8ry3BFl3RZW5CE/y4GrVs0e17ZMluNmaotmP3XaXHPM+MD3WmN7xBkSAFgyIx+hYYU3mjqQY6nLbrRKN8pMRgfXp9WV4EMLImfa04Etweo6Vv4Qc7SJKDkYaNO0YSyiAoBXdrXhkdebzZ+f3abNXD+6cQ+eeme/Oe4dCuLU2hIzZ7RLD+T6hoLIdWtB2xI9CF2//bAZ6BkBapbTbs6ilkelFBgzx0DkaXtrxYn8rOTPLM4syjFzV4s82vOYX54Lh02wSa+24g8O4w9v7R3zAskX3m/Bfz77Pn7xUkPEuLGgtL7VO66ZSmsu9u0f0ep+N7R6zTxk42+R7bLjtDotOI1uJ+5xO7DlW2txxyUxZf/TQkmuG813no+zl4Tzlz1uB3LdjvDstOUDmtFMp93rj/jgVmyWChyIWD9g+P2NJ+PhT62atOeRqHDpv3HMaAfj19EmIppoPMrQtOH1BXHD6XPx9fMWAwjnuPZaKoj8z2vN+MoftpqdEPv9IXjcDtx/7UpcsXKmmdqgLTjTghajLN+LH7SgdzAAkcjSa5//sNa1MbpUWV1Z/IYlS2YUmJdHqj4xmew2wWL9Q4AxM5+X5cQptSVYv+MwlFJ4eWcrbn1yG57bfvhIDxXjkL7/jIDY8L9v7jMvf+6xzQnnght/y7wsp/l3+dOWA+bvs9aeNsruxftNNlv87ofprMjjxL44s9P5WU6z/rY1RabY44LdJhF1tzOBHKHG9miZOdpcDElEk4xHGZoWQsMKXr0aww2nz4VNwjmu8UryvblbKw3X7wuas4M1pR609vnQ0jtkPhag1bQ+tbYELb0+dOtdB631l9ceU4lctwM3ramN+B215eGFXtZKFdecPMe8XJ6X/EAbAM7Wq2FYZw3PPaYSu9v7Ud/qNdvHW0sbGgb9Ifz+jT0RFUAMxgcVo06yYZulFvlz2w+PKkXlhfda0NTmxdZ93djYpP29jIA6P8uBk+aVoKYkB7vb+9HnCyLLaYuoMjG3NDfu42aq4hyXJd86MnCeqVcxsY477TbM0cdz3MlPUUqU2YKddbSJKAPwKEMTrrV3CE++vf/oN0wio451XpYDNpugKMeFjv5wGgig1SU2Tp8bgZ5R4xoIl2L7+3stWqBtmR2tzM/C23u68FZzV0zpt7mlHmz/7rlYMiM/Ytw66zgvKuj7ytkLsHxWYcrKj310+Qzkuh0RzVaMfN23mjtxQA+0X/qgFY9u3GN2JQSAO559H19/ajte2dUa87hGlY/OgfCiReND0JfPno+Vem51dK58tNCwwo2PbMKZd72Ci37xGq78zUYAlr+lfkZhbqkHze0D6B0MRMxmA8Cx1QXIdtrxlXMWjGKPpL/y/Cy0e7WGOp6owHlWkVY/3JjZNhgBeGuvLwlbOLHGVUebOdpElCQMtGlCdfb7seqOF/HV/9uK1hR1E9zY1IGfrt8ZEfz1RVWdKMtzm7OrxkK5X19zAhrvOA+1ZZ5woB3hqSHaAAAgAElEQVTVZW9eqQfrtx/WZ7TDwcyqucUAgPcP9aIwTo3lkdxyzgKcVlcSs+jxS2fPx58+d9qYnvdEmlOifTi4cfU8c6yyIAsiQEvPEA52D2pnBfwhfONP2/Glx7eYt/unXjFly74e3PPCLvN1oJTC1v3a4lJrdRCvJa3DyAk+2oz2vs7Y6ie+YAh9QwHYbWKmSFQWZKOldwh9Q8GYfPeCHCfe//46fHhhecxjZaKItu1RqSAzi7SAOrrG9y36hwxfMDOaEQETO6PNHG0immw8ylBC/tXYjgde3R3zZveT9TvNy+OtUJGoO559H/e+1IDL73vdDOi8UTm6teW55vb1mukG4YoUDa1eBEPDGAoMm/mrIoJzl1bi9aYOtPX5IjrzXblqNlbri87yxxBof/Gs+fj9jSeP5+kmjdNuQ2muG09uPoAD3YM4We+gCAB79E6WANDWp82O/vzFetzzQj2e2KTlX3t9QTM3tssSaIfzqh3wuB2oKsg66mvHyKG3am4fQN9QEHlZDjO/uqogCx39frx/qDdmRnuqMUpJAiO3dD8UVT5xYUUeqguzccPpc5EpzEB7HI/B1BEiShYeZSghX3tiK77/1/fwk/U78cn/eRMfHO4FENlN783mzkn7/UqpmJQFY7xRD9L2dg7gsTe0bobGrLURgNSV5WJf1wCGAiHzujwz3SAXezsHwq2pLTPXH15YbuYeR6eIzNObzRRGteCeSvLcDhzoHkRjmxc1pR589gwt79zolDk8rDAQVX+6sU0Lwrv1XPjK/Cx0Dfjx0Gu70eH1hc82GE17SjxmC+6RGI+1/str8NcvnA5A+2DXNxSIWIi6bKa2sLSpvX9MH4Ay0XxLW/jo+usXLKtCZX4WrjllTsR4tsuO1247E9+8YElStnEiyIRUHeFiSCJKDh5lKCFGYPXLlxvx8s42rLvnnwC0maISjwsn1hThnhfq8c7erkn5/Xs7B/CNP23HDQ9tihg/1DOEfn8I3794KY6fXYi/6Yv1+nyRubt15blQCmhq649JK6nMdyMQUmYFB+sCsoWWYCa6IkiFPms4lfM+P6tXUBnwh1BdmI1/X7cIt39kEXoGA+gdCmAoGEJ0/PPUOwfQ7vWZpRFryz0YVsB3/vIePvPoZnh9kWcbSvPcEaklf95yAA2tfRGP2T2oXV+Y40RdeS7cDht++XIDeoeCyHOHA+ozFpabZRVTUSoxmayvzejFkCW5bmz8j7NwYk1xsjdrwpkt2JmjTUQZgIE2JST6lKtRk7ez348ijwtXn6TNnF11/0YM+IMx9x8vI7XAWq3COl5Xlot1Syux/UAv9nUORFSjAICl1dpM51vNnZYay1qAVqkHzH/RO0Vag5YCS45rZUFkoG2c0nbapu6/lbXmdHWhtsDOyP/d3zmIAf0D2KUrqlFVkIXvfvQYAMBfth5Elz4LvbAivCj0zeZOM+3E+KBT4nGZ7c99wRC+9L9bcPbdGyK2w2i1XpDtRJbTjtPqSrHjYC9eb+yImNEGwmkTmVaub6yyXXb815XLsaQqf0p/qBCzBTtztIko/fEoQ2OmlEKPPqN4zIx8nHtMhfnG3j0QQFGOExevqMZnz6jFUGDYLL02kQ5acnTfsqSoGB0HZxVnm4vc3tzdaeZoG01m5pZ6MKs4G282d8aUfjOC8F+/0gQgsvkHANy6bhFmFmWbbbwN646pxNxSDz5zRmQZv6nEuuBuVnF2xPentx7EgJ5uc1pdKV6//Sxce8ocFGQ70dDqNZv5rKwpinhMI4fbCJBLc13o8wXhC4bQ3B5OIbn7+V144b0WAFpJRrfDZrY7v+tjx8FuEwwGQjG52MaCTn9wbC3VM9FFy6vx7JdWwzGFA0jj49J4ZrSZo01EycKjDI3ZYCCEQEjh1nWL8MwXV2NhZT72dg6gs9+PPl+4jNqVJ2otrI3ZyX2dA/jBX9+Lab+dCK8vHDR97Fevm5etjUlqSj1w2AQNbd6YPGwAWFCeh0YzrzccnM0sysEXz5pv/hx9Gv4zZ9Ti1VvPRFlUp8eaUg9e+toZqCn1YKqaoc9iA+GGO0bL9l+90oiD+t/WyBEWEXNxqbEA8vjZ4UDb47Jj816tEonxNyj2aPu1s98fsSjy5y/W48ZHNiE0rNCj1ys3FHlcOHmelhYRXVnDCMb9GVRZg0YWrjqS+GOYDWsYaBPRJONRhsbMOG1vBDRrl1RgWGkNRIyqD0C4fbeRm/ubDU347au78dBrzePeBqPZjMGYLTXyfXPdDjjtNtSUaqX6vL4gbBK5SOyYGfmob/ViT8dATLrBl62BdgZ1zUuGH1++DGcvrjDTaHJcDrOc3s9frNfGLB9Oass8aGzzmqkjpbkufHrNPNz8oVocM6PAXFxqpo7kamlIHV5/3Ooj7+ztQvdAICagXj1fq/MdXXt8VU0xZhZlR3x4osxlZGaNJ3XE+NDFHG0immwMtGnMrPmxgBawlua6tDQMS6Cd63bAZbehs1+7vVGZ5K0JqEbi9Wm/x8gZNma1vUNB5LjsZuOZurJcfdZa6+RozdNds6AMoWGFfzV2mKX9DNbOjsW5U7eKSCKuWDkLv71uZcTYPVcuBxBeJGutMV5Xnot2rx/NHf3Iz3LAYbfh9vMW47aPLMI5SyrM2xkzz6X6/m73+nCoZzAmGHqzuRM9gwGzPbyhSA+8oz+EFeQ48eqtZ2LF7MiUFcpMgonJ0XbaZcrn7RNR6jHQphGFhhV+un6nmRdrMEqrGYG2iGB+eZ6lvFp4fE5JDrYd0FIDjHJ5Da3ecTWb0B5LC5zvuHQpAKC+1YtBfyiiwQwALK3Ox+6OfjS2eWNyd63l0KJntK2q8lPTBj2TnHtMJUo8LjTpHR2taR1GasmftxxEUVRnwitOnBXzWCV66kiH148+XxCzinJwxsIy3PtvK1CR79byvQcDMeX6zllSiYUVeVM6R57C5f3GW0ebaSNElAw80tCIbnpkE+59qQE3PrIJ3/jTNnTo7Z2jZ7QB4NiZBdiyrxuBkIoIWk+fX4q393RheFhhUK+v3DsUxJl3vYIePWAHgL9tP4x7XtgVNwD3B4fxs+d3mY1QgHDHxjMXVeDef1sBAGhq12au8yyB9tpjKqEU8M/69phguiDbaeZZR89oA8C3L1yCj50wM2J2m0ZWW55rqe4S3p8rZoVnkqNrjMerjmGmjvT70K+fuXjo+lW4YNkM1JVrZyh6BvwxqSPFHhfWf2VNzCJVmlompjOkYqBNREnBIw3F1T3gx4sftALQyq09unEvnti0H0D8QHutJQXAOnO8oCIPQ4FhHOgeRL8viIp8LbDd3d6Pe1+qN29386Nv454X6uN2/Pvhc+/jv16sxx3Pvm+OeX2hiNbogDZT3u8LmrWyAWB+ea5ZNSS6Wx4Q7qaXnx173fWnzcVPPnZcnL1D8ayuKzUv50ctVLxgWRWAcMUIg4jg4ytn4fsXLzXHct0OuBw2dPT74R2KPENRV5aLxrZ+dEcthqTpI9ywJvHH8HNGm4iShEcaiqt3UJuZrMh34+1vnoP55bl4e0+nfp0eaFtmFK2VJKyzlLV6INvQ5sWAP4QPLSgzr9vTEdv9L3rxWyA0jD9uPgAAeHd/tzmupY5oAfTcUg9sAjTqix6tixdFxMwb3rKvG9Fqy7UKIVO9PXcyWFNxjHxrg/F3j/c3+NHly3DNyeGOhSKCUr2WtldPETLUlefC6wtiwB9CIQPtaWlCqo4Eh+HiQkgiSgIG2hRXr14O73sXaTON8ytyzSC4eyAAmwC5loDWZhNzpsmaomHMNje2ejHgD6IiPwvNd56PtUsq0NgWW1Hijd2RCyUbWr3oGQxoKQNt/Wbzm35LQO122LGwMh8bm7TFmLlR6Qj/cd4iAEAwzhSYUS0jOjCksTtWb3cez8dWzsKlK6rxX/qiyaMpyXWb7dmtgXat/noCIj/o0fRhhMfjXgzJ9utElAQ80lBc0W3Jj60uRHPHAP7xQQt69IVo0bnLFXlZ+n3CAVCxx4VijwvbD/RgWGml4AAtAN/TMYBAaDiic+R9Lzfi1fp282cjuD97sZaacqBLSy3x+iJTClbPL8WWfd3oHQxE5GgDwP9bPQ/nHVuJBz8ZWSkDAK4+aQ5OmVeC606ZE3MdjU11YTauWjULP75sWdzr7/74cly0vHpUj1XscaGj34/eoUDEB7dlMwvNy0wdmZ5kgupoM3WEiJKBRxqKy5jRNha1XbR8BgDgqXcO6qXVYoMcI/86+oRsXVmumTJgpHvUleciOKywp6PfrGJizH5/4oE3zPs2tHohAqxZoOX/7uvS0k36fUF4okrI+UPDONgzFNNgRkTwy6tPwJmLKhCtptSDx286GSW57pjraOx+eOmyuJVExqok14XWXm1G27qAMtftQIleuWROydRtDEQjMz7fj2cxJHO0iShZeKQhAMD7h3rx8xfrzTev6OoRMwqzccbCMtS39MV05TP8+PLj8KEFZWYLc0NteS6a9XxsY5GcdQGjEdRff1qNeZ9BPa+6oc2LWUU55u33dWoz2v2WxZAAcGptiXk5OnWEMk9prhuHe4cAxHZ6vOuK43DhcTOwrHrkVBWauowZ7fEshgyEmKNNRMnBQJsAABf+96u4+/ldaNfbpcdrWb5sZiE+ONyHV3a1xdQwBoCFlXl4+FOrYvKd6yx5tcb9zEWSrV6zzF9NiQe/+LfjAcDM3z7UPYhZxdkoy3Ujy2nDvs4B+IPD8IeGI3LEZxblYFGlthivxMMGM5muzHKGITrQPmNhOf77qhUsuzhNmTPa46ikzTraRJQsPNIQmtq85kLBx97YCyBcdcQaaF92fDi/diz5sRGBtj5D7nE7UFeei9ebOtBrmT2fU5IDANivp4h0DwZQmOOCiKAw24Xfvrobh3oGzcewMoL4mUU5o942Sk8VBeEmQdG1t2l6m5AZ7SBztIkoOXikIXz5D1vMy89uOwRAm9HOcdnhsLwZzSnxYNXcYgCxs4xHYg20Cyz1qk+vK8XmPd3oHtBm0fOzHajSA6xDPVraQM9AOB/cSCX4t/u1HO7outg/vmwZzlpUjlPrSkCZrdLSjZNl/MgqXEd7nDnarDpCREnAIw2hQ08XAYCdLX342/ZD6BsKxu2WaOTFWmtVH80My+xkVUG2ebmuPBeDgRA+ONwHQJslL9bTPr77l/fQMxjQZ7S17fjttVrVEKOpTfSMdk2pBw988sS4202ZZXFVuCY3Z7TJyjYBPdiZo01EycJAe5pravOagetnz6gFANz86OaYsmqGK1fNwqqaYpy5qHzUv0NE8IOLl+Kr5yyICI7nlWpVI7bt7wGgzVAbp4UB4Lf/bEJoWKEwWwu0zl5SgTsuOda83lp1hKYWa4lIzmiTlW0CZrSZo01EycIjzTT33PbDAIDbPrIIn15Ta47Xt3rjBtp15Xl44uZTcNK8saVnfOLkOfjCWfMjxmYVa7nUOw72INftMNNUfnm1tiDyTb15jTVNxZqGEq+lOk098Rbe0vQlmIiqI8zRJqLk4JFmmmts9aKqIAs3f6gWBTlOvHDLhwBo1UAmO8CpKsiC3aa1SLcurjzv2CqcWluCTXu6AESmDsy3BNrRqSM0tTx240m48fS5sLO6CFnIBNTR9vqCyHHxjBgRTT4G2tPcoZ4hVBdG5k0bbcnzJjnX2WG3mYsfo2fP68pzEdKnrKwz2kWW0n3VRdmgqevUulJ844Ilqd4MSjPhxZCJ3V8pha5+v7kehIhoMjHQnuaM8nlWnzq9BkByUjNm6sFydO1to842EJuj+7OPH4evrV3ARY9E05C5GDLB1ZC9Q0EEhxUDbSJKCp57n+Z6BwNYUpUfMVZkBt7jSIIcpYUVedjY1Il2ry9ifMXsQvNy9Mz1JStmTvp2EVF6so2zjnZnv1ZliYE2ESUDZ7Snue4Bf0xNbKP9eamlO99kufyEWQAAf3A4YvzY6gJcsXIm/n3dQuSMoZQgEU1t462jzUCbiJKJEcw08/MX67FhVxuuP20u1h5TEbMQEQCuOHEW9nQO4KY18yZ9e8rztWA+ugKAiODHlx836b+fiDKL2YKdM9pElAEYaE8jSik88Opu9AwG4HE7cNK8+F0eK/Kz8NOPJSfILc9z4/+tnst0ECIalXAL9sQi7S4G2kSUREdNHRGRB0WkVUS2W8a+IyIHRGSL/nWePl4jIoOW8V9Z7vOyiOy0XFeuj7tF5A8i0iAib4hIzcQ/TRoKhHDV/RvRMxgAoJXvMy5Hz2gnk4jg6+cvwZIZ+Ue/MRFNe+ZSyARntDsYaBNREo1mRvshAPcCeCRq/GdKqZ/GuX2jUmr5CI91tVJqU9TYDQC6lFJ1InIlgB8B+PgotovG4J/17djY1InT60qxoCIPD762G+/s7QaQ2kCbiGgsjMWQKsHF2l0DfrgdNrOMKRHRZDrqjLZSagOAzknchosAPKxf/v8AnCXWPtw0Ibbu64bdJnjgkytx4+q5AIAn3toHADHl/YiI0pVZdWT4KDccQYfXjxKPC3ybIaJkGE/Vkc+LyLt6akmRZXyuiLwjIq+IyOqo+/yPnjbyTUswXQ1gHwAopYIAegDE7e8tIjeJyCYR2dTW1jaOTZ9+6lv7MKc4B26HHTMKs3HczAK82ax9fuKMNhFlivFWHeka8Ec0viIimkyJBtr3AagFsBzAIQB36eOHAMxWSq0AcAuAx0TESL69Wil1LIDV+tc1+ni8aYW4R1Cl1G+UUiuVUivLysoS3PTpJxgaxuuNHVgxO/x56Nyllebl6IYwRETpymzBnuD9O9gVkoiSKKFAWynVopQKKaWGAdwPYJU+7lNKdeiX3wbQCGCB/vMB/XsfgMeM+wDYD2AWAIiIA0ABJjdVZdpp8/rQOxTE8XPCTWBOmRc+aZDPQJuIMoRxMlQlOKO9r3MA1YXZR78hEdEESCjQFpEqy4+XANiuj5eJiF2/PA/AfABNIuIQkVJ93AngAuM+AJ4GcJ1++XIA/1CJHkEprvY+bZV9maUBTW15uMW53cZcRSLKDDYzdWTs9+3q96Oz3486y/GPiGgyHbXqiIg8DuAMAKUish/AtwGcISLLoZ29awbwaf3mawB8T0SCAEIAblZKdYqIB8B6Pci2A3gB2kw4ADwA4Hci0gBtJvvKCXpu09r6HYfx9x0tuOuK49DmHQIAlOWFA+38LM5iE1HmMauOJBBot/b5AACVBVkTuUlERCM6aqCtlLoqzvADI9z2SQBPxhnvB3DCCPcZAvCxo20Hjc49L+xC31AQD7y6GwDwrQuXmDPa0S3VH/nUKrTpbzxERJnAOP+WyGLIdOgdQETTCztDTiGD/hDueaE+Yqy+pQ9tXi2Yts5oA8CaBVxQSkSZxczRTuC+vXqgzTN6RJQs4ynvR2nm1Yb2mLHLf/U63t3fjTy3A1ls0EBEGc7I0U5kKQ9ntIko2RhoZ6gfPvs+fvFSQ8RYfWtfxM9fOms+AGD9jpb4RRSJiDKMmA1rEg+0WWmJiJKFqSNpasAfxFX3v4HVdaX42rkLI67rHQrg1xuaAAA/Wb8T3794Ka45eQ5aeoaQl+XAHZcci2KPC6fVlcLr0/K1eaqUiKYC2zjqaO/rGkC2087eAUSUNJzRTpJXdrXhE799A8HQ6PoGb9jVjq37unHvSw2oue0Z7DjYY173nT/viLjtN/+kVUo81DOEyvwsXHjcDJxWV6pdd8ESfOP8xXjo+hMn6JkQEaWOOaOdQKTd0OpFbbkHNpY0JaIkYaA9QTY1d+Ky+/6FAX8w7vXXPfgmXm1oR3PHgDk2FAjhwv9+FRf89z/x1Se24jcbGs3rdh7ui7r/W2ZO4nuHegEAnzmj1rz+92/sQfdAACW5sR3Pblw9D/Mr8hJ/ckREaULGkaPd2OpFbRlraBNR8jDQniCf/t3beHtPF7Yf6MVXn9iK0+78B+pbtGD5zuc+MG939t2vmLPTrzW0Y9uBHmw/0IsnN+/HHc9+YAbY+7oGUJEfrhLS7vVhx0EtwG7pHcLVJ83GresW4c5LjwUAfP2p7egZDDBFhIimtETraP/w2fdxsGcIdQy0iSiJGGhPEJdD25WNbV48uXk/DnQP4ql3DiAYGsajG/cgP8uBS4+vhsthw/k/fxVPvLUP+zoHYh7nj5v3AwD2dw1gVlFOxHU7DvZgKBBC10AAlflaw4WLV1QDAI6bVYjeoQAX+RDRlBbuDDn6SDs0rPDYG3tRlOPEpSfMnKQtIyKKxUB7gnjc2rrS2/+4zRxrbPOipc8Hry+I/zhvMe6+Yjmc+rvEvz/5LnqHtDSTeaUeAEBVQRZ+vaEJ+zoHsK9zELOKc/DgJ1fi/24+BW6HDTsPe9HSq3V5NDqbZTntOH9ZFTr7fegdDLBsFRFNaYKx52j3DAbQ5wviy2cvQHVh9iRtGRFRLFYdmSBG2SjDjIIsHO714XDPIACgQg+Mizwu9PsHkeOyo2cwAI/LjoeuX4VX6ttQmO3EFx5/BxubOnC4dwgzi7Jx5qIKAMDKmiL8s74N5x6j/WxtIXz87CI88+4hAGzEQERTm5mjPYa6I+GyfnzLI6Lk4oz2BFBKoXvAj2xLQ5hT60qxdV83NjV3AYCZ6vHQ9SdiTkkOhgIhtPX5kJ/txOySHFxz8hysW1oJh02wqbkLoWGFEk94YeOymYXY3d6PQz1DEY8HAGuXVJiXS/NiF0MSEU0V4cWQo78PO0ISUaow0J4A/f4QAiGFL5xVZ46dWlsCAHhmmzbTPLtYy7euK8/DV9cuxLACNu/tikj1cNptWD6rEH/YtA9AOB0FAMrz3AgOK/zgmfcARM5ozyoO53JXWcaJiKaa8GLI0UXa9/6jHhf94jUAbFRDRMnHQHsCdPX7AQClHjce+dQqPPmZU7F6fhkA4N39PZhRkBURNBur3vd3DWJpdUHEY52/rMq8nJcVvo+x2LLd69evi3zDOHtxOQCgxOMGEdFUZRtjHe2f/n2XeZkz2kSUbAy0J0D3gHZasjDHiTULynDCnKKItI/a8shyUvPKPOblVTXFEdedtSicBmINzi87/sgr5e/++HJ876JjsGxmwRFvR0SUyYxWM2OpOmIoy+NEBBElFwPtCdA1oM0yF1mCa5tNcJwe9NaUeCJun+W0o6ZES/ewpn0AQLmldnauJdDOctrx7BdX49xjKuJ2eczPcuLaU2rMrmlERFNRIjnahqIczmgTUXIx0E5AV78fJ3z/efzob1ojGjPQjjqIr1uqpYEsrsqPeYy/fnE1fnDxUpw0N3JGO8tpN/O2s132iOuWzMjHr69ZiTMWlk/MEyEiyjAiApHR5WhH34YTEUSUbKx1lIBtB3rQ0e/HfS834tZ1iyypI5EVPz55ag3ysx24YmVs2keu24FPnDwn7uO/dtuZeObdg1jItulERDEEo8vR7veHzMvWM4RERMnCI88YKKWgFMw26QAQCA2HA+2oFe3ZLjuuPil+MH0kuW4HPn7i7PFtLBHRFGUTGVUdbaN+9ocXluE/Lzl2sjeLiCgGA+0xeOqdA7jlia0RYxubOtA14EdelgMOOzNxiIgmm01kVDPaRv3sK1bOwgx2hCSiFGCgPQaLq/LxlbMXAABWzS3G9Q+9iWseeBNAuE42ERFNMhld1REj0I4uh0pElCwMtMdgcVV+xMLGq0+agwde3Q1AayhDRESTzybAaDqwDwa0HO1sF882ElFq8OgzDreuW2RWDaku4mlJIqJkEMioZrT9wWEAgMtuP8otiYgmB2e0x8HlsOHhT63CE5v24ezFFUe/AxERjZtNRldH2x/SA20H55SIKDUYaI9TltOOa0+pSfVmEBFNG6NdDGnOaDPQJqIU4dGHiIgyyygXQzLQJqJU49GHiIgyim2UHR7N1BGWXiWiFOHRh4iIMoqNM9pElCF49CEioowiMrqqIz490HYz0CaiFOHRh4iIMsqoq44EmTpCRKnFow8REWUUGW3VkdAwHDaBzTa6nG4ioonGQJuIiDKKAFCjzNFmfjYRpRKPQERElFFsIqNOHWGgTUSpxCMQERFlFBlD1RHmZxNRKvEIREREGWXUnSFDw3A7+TZHRKnDIxAREWUUEUCBM9pElP54BCIioowioyzv5wsOw+WwT/4GERGNgIE2ERFlFG0x5ChmtENcDElEqcUjEBERZZRR52gHQ3AzdYSIUohHICIiyiiCMVQd4Yw2EaUQj0BERJRRtMWQR8fUESJKtaMegUTkQRFpFZHtlrHviMgBEdmif52nj9eIyKBl/FeW+5wgIttEpEFEfi4ioo8Xi8jzIlKvfy+ajCdKRERTw6hztFl1hIhSbDRHoIcArIsz/jOl1HL961nLeKNl/GbL+H0AbgIwX/8yHvM2AC8qpeYDeFH/mYiIKC4RYHj46Ldj6ggRpdpRj0BKqQ0AOsfzS0SkCkC+Uup1pU1DPALgYv3qiwA8rF9+2DJOREQUwyYy+jraDLSJKIXGcwT6vIi8q6eWWNM95orIOyLyiois1seqAey33Ga/PgYAFUqpQwCgfy8fxzYREdE0MNrOkAy0iSiVEj0C3QegFsByAIcA3KWPHwIwWym1AsAtAB4TkXxoi8SjjWYtSwQRuUlENonIpra2tsS2nIiIMtpoc7R9zNEmohRL6AiklGpRSoWUUsMA7gewSh/3KaU69MtvA2gEsADaDPZMy0PMBHBQv9yip5YYKSatR/i9v1FKrVRKrSwrK0tk04mIKMPZbKPrDOkPDsPNGW0iSqGEjkBGYKy7BMB2fbxMROz65XnQFj026SkhfSJysl5t5FoAf9bv/zSA6/TL11nGiYiIYgjkqHW0lVJMHSGilHMc7QYi8jiAMwCUish+AN8GcIaILIeW/tEM4NP6zdcA+J6IBAGEANyslDIWUn4GWgWTbADP6V8AcCeAJ0TkBgB7AXxs3M+KiIimLNso6mgHhxWUAlNHiCiljhpoKzFxp6kAAA3GSURBVKWuijP8wAi3fRLAkyNctwnA0jjjHQDOOtp2EBERAYCMogW7P6jV/+OMNhGlEo9ARESUUURw1MWQDLSJKB3wCERERBlFqzpy5Nv4Qwy0iSj1eAQiIqKMYhMcdTGkOaPNHG0iSiEegYiIKKOMpuqIj6kjRJQGjroYkoiIKJ1oOdojX7/jYI95PetoE1EqMdAmIqKMYhNBaISyI2/v6cRl972OHJcdAOB22pO5aUREEfhRn4iIMoocIUf7svteBwAM+EMAgIq8rKRtFxFRNM5oExFRRrGJxDSsae0bQn2LN+a2lQUMtIkodRhoExFRRhFBTOrI536/GW81dwEArlg5Ewe7h/BqQzuKcpyp2EQiIgAMtImIKMO47DYE9DrZBiPIBoBFlfn44aXLMOAPQkSSvXlERCbmaBMRUUZxOWIDbavKgizYbYK8LM5mE1FqMdAmIqKM4rTbzIY0ACIuA8zLJqL0wUCbiIgyissRGWgP6hVGDJX5DLSJKD0w0CYioozictjgD4UXQw4EghHXl+W5k71JRERxMdAmIqKM4rLb4A+GZ7H7fZEz2k4739qIKD3waERERBlFWwxpmdH2h2e0C7K5AJKI0gfL+xERUUZx2gV+S9URowvkozechFNqS1K1WUREMTijTUREGcVltyM0rMymNYMBLdDOcdtht7FuNhGlDwbaRESUUZwOLZg2amkH9AokLuZmE1Ga4VGJiIgyihFQG+kjRr62y8G3NCJKLzwqERFRRnHrAbVRS9uY2Wa1ESJKNzwqERFRRjECaiPA9puBNvOziSi9MNAmIqKM4hphRps52kSUbnhUIiKijBI9o20shnQw0CaiNMOjEhERZRRjRtsXjFwMydQRIko3DLSJiCijmFVHjEB7mIshiSg98ahEREQZxZjRNmayA0FjRptvaUSUXnhUIiKijBJvMaTdJuwKSURph4E2ERFllJjFkKFh5mcTUVpioE1ERBnFyNE2FkP6Q8NMGyGitMQjExERZRSXQ5u9jpzR5tsZEaUfHpmIiCijuOx2AOEc7WBIMXWEiNISA20iIsoozqgZbaaOEFG64pGJiIgyituhzWgPBUIAtDJ/bL9OROmIRyYiIsoo2U490A6GW7BzRpuI0hGPTERElFGynNpb14DfmNEeNtNJiIjSCQNtIiLKKCKCbKfdTB1hjjYRpSsemYiIKONku+wY1Ge0gyEFp41vZ0SUfnhkIiKijJPttDN1hIjSHgNtIiLKOFlOm6XqCFNHiCg98chEREQZJ9tlx6CZo60YaBNRWjrqkUlEHhSRVhHZbhn7jogcEJEt+td5UfeZLSJeEfmaZaxZRLbpt99kGS8WkedFpF7/XjRRT46IiKYmj8sB71AQgDajzTraRJSORnNkegjAujjjP1NKLde/no2+DsBzce7zYf32Ky1jtwF4USk1H8CL+s9EREQjys92oncoAMBIHWGONhGln6MG2kqpDQA6R/uAInIxgCYAO0Z5l4sAPKxffhjAxaP9XUREND3lZznRO6gH2mxYQ0RpajxHps+LyLt6akkRAIiIB8CtAL4b5/YKwN9F5G0RuckyXqGUOgQA+vfykX6hiNwkIptEZFNbW9s4Np2IiDJZfrYDvUbqyLCCg4E2EaWhRI9M9wGoBbAcwCEAd+nj34WWUuKNc5/TlFLHA/gIgM+JyJqx/lKl1G+UUiuVUivLysoS3HQiIsp0BdlOeH1BBEPDeo42U0eIKP04ErmTUqrFuCwi9wP4q/7jSQAuF5EfAygEMCwiQ0qpe5VSB/X7torIUwBWAdgAoEVEqpRSh0SkCkDrOJ4PERFNAzUlHgDA9oO9TB0horSV0JFJD4gNlwDYDgBKqdVKqRqlVA2AewDcoZS6V0Q8IpKn39cDYK1xHwBPA7hOv3wdgD8nsk1ERDR9rJpbDADYcbAHgZCC08FAm4jSz1FntEXkcQBnACgVkf0Avg3gDBFZDi3vuhnAp4/yMBUAnhIR43c+ppT6m37dnQCeEJEbAOwF8LGxPw0iIppOij0uAEBXvx9+NqwhojR11EBbKXVVnOEHRnG/71guNwE4boTbdQA462iPR0REZMhy2uFx2dHa5wMA5mgTUVriFAAREWWk4lwXWnqHAIAz2kSUlnhkIiKijFSc40JLrzajzfJ+RJSOeGQiIqKMVOwJz2gzdYSI0hEDbSIiykhFHqaOEFF645GJiIgyUonHhWGlXWagTUTpiEcmIiLKSEV6iT8ArKNNRGmJRyYiIspIJZZAmznaRJSOGGgTEVFGKsqxzGgzdYSI0hCPTERElJGKLTPaLO9HROmIRyYiIspIVYXZ5mVrGgkRUbpgoE1ERBlpRkGWeXlemSeFW0JEFJ8j1RtARESUCBHB19YuQN9QEDkuvp0RUfrhkYmIiDLW58+cn+pNICIaEVNHiIiIiIgmAQNtIiIiIqJJwECbiIiIiGgSMNAmIiIiIpoEDLSJiIiIiCYBA20iIiIioknAQJuIiIiIaBIw0CYiIiIimgQMtImIiIiIJgEDbSIiIiKiScBAm4iIiIhoEjDQJiIiIiKaBAy0iYiIiIgmgSilUr0NCRGRNgB7UvCrSwG0p+D3ThXcf4njvksc9934cP8ljvsucdx348P9l7h4+26OUqpsrA+UsYF2qojIJqXUylRvR6bi/ksc913iuO/Gh/svcdx3ieO+Gx/uv8RN5L5j6ggRERER0SRgoE1ERERENAkYaI/db1K9ARmO+y9x3HeJ474bH+6/xHHfJY77bny4/xI3YfuOOdpERERERJOAM9pERERERJOAgfYYiMg6EdkpIg0icluqtyfdiMgsEXlJRN4XkR0i8iV9/DsickBEtuhf51nuc7u+P3eKyLmp2/rUE5FmEdmm76NN+lixiDwvIvX69yJ9XETk5/q+e1dEjk/t1qeWiCy0vL62iEiviHyZr734RORBEWkVke2WsTG/1kTkOv329SJyXSqeS7KNsO9+IiIf6PvnKREp1MdrRGTQ8vr7leU+J+j/7w36/pVUPJ9kG2H/jfn/dDq+H4+w7/5g2W/NIrJFH+drz+II8cnkH/eUUvwaxRcAO4BGAPMAuABsBbAk1duVTl8AqgAcr1/OA7ALwBIA3wHwtTi3X6LvRzeAufr+taf6eaRw/zUDKI0a+zGA2/TLtwH4kX75PADPARAAJwN4I9Xbny5f+v/qYQBz+NobcR+tAXA8gO2WsTG91gAUA2jSvxfpl4tS/dxStO/WAnDol39k2Xc11ttFPc6bAE7R9+tzAD6S6ueWwv03pv/T6fp+HG/fRV1/F4Bv6Zf52ot8ziPFJ5N+3OOM9uitAtCglGpSSvkB/C+Ai1K8TWlFKXVIKbVZv9wH4H0A1Ue4y0UA/lcp5VNK7QbQAG0/U9hFAB7WLz8M4GLL+CNKsxFAoYhUpWID09BZABqVUkdqaDWtX3tKqQ0AOqOGx/paOxfA80qpTqVUF4DnAayb/K1PrXj7Tin1d6VUUP9xI4CZR3oMff/lK6VeV9q79yMI7+8pbYTX3khG+j+dlu/HR9p3+qz0FQAeP9JjTNfX3hHik0k/7jHQHr1qAPssP+/HkYPIaU1EagCsAPCGPvR5/fTLg8apGXCfRlMA/i4ib4vITfpYhVLqEKAdKACU6+PcdyO7EpFvNnztjc5YX2vch/F9CtpMmGGuiLwjIq+IyGp9rBra/jJw343t/5SvvVirAbQopeotY3ztxREVn0z6cY+B9ujFy2FiyZY4RCQXwJMAvqyU6gVwH4BaAMsBHIJ2egvgPo12mlLqeAAfAfA5EVlzhNty38UhIi4AHwXwf/oQX3vjN9K+4j6MIiJfBxAE8Ht96BCA2UqpFQBuAfCYiOSD+y7aWP9Puf9iXYXICQa+9uKIE5+MeNM4Ywm99hhoj95+ALMsP88EcDBF25K2RMQJ7UX8e6XUHwFAKdWilAoppYYB3I/wKXruUwul1EH9eyuAp6DtpxYjJUT/3qrfnPsuvo8A2KyUagH42hujsb7WuA8t9EVRFwC4Wj8lDz3loUO//Da0vOIF0PadNb1kWu+7BP5P+dqzEBEHgEsB/MEY42svVrz4BEk47jHQHr23AMwXkbn6rNmVAJ5O8TalFT1H7AEA7yul7raMW3OHLwFgrJh+GsCVIuIWkbkA5kNbpDHtiIhHRPKMy9AWV22Hto+MVc3XAfizfvlpANfqK6NPBtBjnP6a5iJmdfjaG5OxvtbWA1grIkX6qf61+ti0IyLrANwK4KNKqQHLeJmI2PXL86C9zpr0/dcnIifrx81rEd7f004C/6d8P450NoAPlFJmSghfe5FGik+QjONeslZ8ToUvaKtQd0H7ZPj1VG9Pun0BOB3aKZR3AWzRv84D8DsA2/TxpwFUWe7zdX1/7sQ0WPl8hH03D9rK+a0AdhivLwAlAF4EUK9/L9bHBcAv9H23DcDKVD+HVH8ByAHQAaDAMsbXXvx99Ti0U8sBaDM0NyTyWoOWj9ygf12f6ueVwn3XAC1v0zju/Uq/7WX6//NWAJsBXGh5nJXQAspGAPdCbyA31b9G2H9j/j+dju/H8fadPv4QgJujbsvXXuT+GCk+mfTjHjtDEhERERFNAqaOEBERERFNAgbaRERERESTgIE2EREREdEkYKBNRERERDQJGGgTEREREU0CBtpERERERJOAgTYRERER0SRgoE1ERERENAn+f5NWa5S9dKEqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(data[(5 * 60) * sample_rate:(10 * 60) * sample_rate])\n",
    "plt.show()\n",
    "\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.title('zoomed in!')\n",
    "plt.plot(data[(5 * 60) * sample_rate:(6 * 60) * sample_rate])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### It's not great but we definitely got a signal in this segment!\n",
    "\n",
    "Analysing is relatively straightforward. We need to do a few standard signal processing tricks:\n",
    "\n",
    "- filter the signal\n",
    "- run the analysis\n",
    "- visualise the analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#First let's filter, there's a standard butterworth\n",
    "#filter implementations available in HeartPy under\n",
    "#filtersignal(). We will use the bandpass variant.\n",
    "#we filter out frequencies below 0.8Hz (<= 48 bpm)\n",
    "#and above 3Hz (>= 180 bpm)\n",
    "\n",
    "filtered_ppg = hp.filter_signal(data[(5 * 60) * sample_rate:\n",
    "                                     (10 * 60) * sample_rate], \n",
    "                                cutoff = [0.8, 2.5], \n",
    "                                filtertype = 'bandpass',\n",
    "                                sample_rate = sample_rate, \n",
    "                                order = 3,\n",
    "                                return_top = False)\n",
    "\n",
    "#And let's plot the same segment as under 'zoomed in!' above\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(filtered_ppg[0:((2*60)*32)])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Well that does look a _lot_ better"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Run the analysis. Using 'high_precision' means a spline will\n",
    "#be fitted to all peaks and then the maximum determined.\n",
    "#this means we can have a much higher peak position accuracy than \n",
    "#the 32Hz would allow\n",
    "\n",
    "wd, m = hp.process(filtered_ppg, sample_rate=sample_rate,\n",
    "                   high_precision = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 97.147470\n",
      "ibi: 617.617729\n",
      "sdnn: 87.015029\n",
      "sdsd: 83.851713\n",
      "rmssd: 108.585723\n",
      "pnn20: 0.746224\n",
      "pnn50: 0.422961\n",
      "hr_mad: 38.250000\n",
      "sd1: 76.717543\n",
      "sd2: 87.771097\n",
      "s: 21154.174560\n",
      "sd1/sd2: 0.874064\n",
      "breathingrate: 0.450000\n"
     ]
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "for key in m.keys():\n",
    "    print('%s: %f' %(key, m[key]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's zoom in on the 5 minute segment minute by minute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim(0, (1 * 60) * sample_rate)\n",
    "hp.plotter(wd, m, title='first minute')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim((1 * 60) * sample_rate, (2 * 60) * sample_rate)\n",
    "hp.plotter(wd, m, title='second minute')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim((2 * 60) * sample_rate, (3 * 60) * sample_rate)\n",
    "hp.plotter(wd, m, title='third minute')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim((3 * 60) * sample_rate, (4 * 60) * sample_rate)\n",
    "hp.plotter(wd, m, title='fourth minute')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim((4 * 60) * sample_rate, (5 * 60) * sample_rate)\n",
    "hp.plotter(wd, m, title='fifth minute')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Even though the signal is quite faint, it is still possible to extract the vast majority of peaks from it.\n",
    "\n",
    "Now the last segment is noisy even after filtering, which in combination with the smart ring as a source (low amplitude, low sample rate!) results in some incorrect acceptances. This causes high values of RMSSD, SDNN and SDSD, pNN20 and pNN50, which are sensitive to outliers.\n",
    "\n",
    "HeartPy comes with an option to clean the peak-peak intervals prior to analysis. It will attempt to identify and reject outliers. This works better the longer the signal is! After all, if there's many 'good' peak-peak intervals to relatively few 'bad' ones, outlier detection works better.\n",
    "\n",
    "Available methods to detect outiers are 'quotient-filter', 'iqr' (based on the interquartile range) and 'z-score' (based on the modified z-score method). Default is 'quotient-filter'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 96.741497\n",
      "ibi: 620.209547\n",
      "sdnn: 66.367245\n",
      "sdsd: 87.034149\n",
      "rmssd: 87.038704\n",
      "pnn20: 0.370130\n",
      "pnn50: 0.198052\n",
      "hr_mad: 34.250000\n",
      "sd1: 33.838365\n",
      "sd2: 60.948770\n",
      "s: 6479.241722\n",
      "sd1/sd2: 0.555194\n",
      "breathingrate: 0.390000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wd, m = hp.process(filtered_ppg, sample_rate=sample_rate,\n",
    "                   high_precision = True, clean_rr = True)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "for key in m.keys():\n",
    "    print('%s: %f' %(key, m[key]))\n",
    "    \n",
    "#and plot poincare\n",
    "hp.plot_poincare(wd, m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": false
   },
   "source": [
    "All HRV measures have dropped to acceptable ranges, indicative of us having found a few outliers (likely in the last minute segment).\n",
    "\n",
    "While HeartPy handles these signals just fine, the best way to avoid this is to use a higher sampling rate and ensure good signal quality. Both make it easier for HeartPy to detect beats."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
